{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 第2章 感知机"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1．感知机是根据输入实例的特征向量$x$对其进行二类分类的线性分类模型：\n",
    "\n",
    "$$\n",
    "f(x)=\\operatorname{sign}(w \\cdot x+b)\n",
    "$$\n",
    "\n",
    "感知机模型对应于输入空间（特征空间）中的分离超平面$w \\cdot x+b=0$。\n",
    "\n",
    "2．感知机学习的策略是极小化损失函数：\n",
    "\n",
    "$$\n",
    "\\min _{w, b} L(w, b)=-\\sum_{x_{i} \\in M} y_{i}\\left(w \\cdot x_{i}+b\\right)\n",
    "$$\n",
    "\n",
    "损失函数对应于误分类点到分离超平面的总距离。\n",
    "\n",
    "3．感知机学习算法是基于随机梯度下降法的对损失函数的最优化算法，有原始形式和对偶形式。算法简单且易于实现。原始形式中，首先任意选取一个超平面，然后用梯度下降法不断极小化目标函数。在这个过程中一次随机选取一个误分类点使其梯度下降。\n",
    " \n",
    "4．当训练数据集线性可分时，感知机学习算法是收敛的。感知机算法在训练数据集上的误分类次数$k$满足不等式：\n",
    "\n",
    "$$\n",
    "k \\leqslant\\left(\\frac{R}{\\gamma}\\right)^{2}\n",
    "$$\n",
    "\n",
    "当训练数据集线性可分时，感知机学习算法存在无穷多个解，其解由于不同的初值或不同的迭代顺序而可能有所不同。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 二分类模型\n",
    "$f(x) = sign(w\\cdot x + b)$\n",
    "\n",
    "$\\operatorname{sign}(x)=\\left\\{\\begin{array}{ll}{+1,} & {x \\geqslant 0} \\\\ {-1,} & {x<0}\\end{array}\\right.$\n",
    "\n",
    "给定训练集：\n",
    "\n",
    "$T=\\left\\{\\left(x_{1}, y_{1}\\right),\\left(x_{2}, y_{2}\\right), \\cdots,\\left(x_{N}, y_{N}\\right)\\right\\}$\n",
    "\n",
    "定义感知机的损失函数 \n",
    "\n",
    "$L(w, b)=-\\sum_{x_{i} \\in M} y_{i}\\left(w \\cdot x_{i}+b\\right)$\n",
    "\n",
    "---\n",
    "#### 算法\n",
    "\n",
    "随即梯度下降法 Stochastic Gradient Descent\n",
    "\n",
    "随机抽取一个误分类点使其梯度下降。\n",
    "\n",
    "$w = w + \\eta y_{i}x_{i}$\n",
    "\n",
    "$b = b + \\eta y_{i}$\n",
    "\n",
    "当实例点被误分类，即位于分离超平面的错误侧，则调整$w$, $b$的值，使分离超平面向该无分类点的一侧移动，直至误分类点被正确分类"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "拿出iris数据集中两个分类的数据和[sepal length，sepal width]作为特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.datasets import load_iris\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load data\n",
    "iris = load_iris()\n",
    "df = pd.DataFrame(iris.data, columns=iris.feature_names)\n",
    "df['label'] = iris.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "2    50\n1    50\n0    50\nName: label, dtype: int64"
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "source": [
    "df.columns = [\n",
    "    'sepal length', 'sepal width', 'petal length', 'petal width', 'label'\n",
    "]\n",
    "df.label.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "<matplotlib.legend.Legend at 0x16b5a8d8f08>"
     },
     "metadata": {},
     "execution_count": 4
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"264.348196pt\" version=\"1.1\" viewBox=\"0 0 385.78125 264.348196\" width=\"385.78125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <defs>\r\n  <style type=\"text/css\">\r\n*{stroke-linecap:butt;stroke-linejoin:round;}\r\n  </style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 264.348196 \r\nL 385.78125 264.348196 \r\nL 385.78125 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 43.78125 226.791946 \r\nL 378.58125 226.791946 \r\nL 378.58125 9.351946 \r\nL 43.78125 9.351946 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"PathCollection_1\">\r\n    <defs>\r\n     <path d=\"M 0 3 \r\nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \r\nC 2.683901 1.55874 3 0.795609 3 0 \r\nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \r\nC 1.55874 -2.683901 0.795609 -3 0 -3 \r\nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \r\nC -2.683901 -1.55874 -3 -0.795609 -3 0 \r\nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \r\nC -1.55874 2.683901 -0.795609 3 0 3 \r\nz\r\n\" id=\"m5f79e0a725\" style=\"stroke:#1f77b4;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#pdb77736e68)\">\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.18125\" xlink:href=\"#m5f79e0a725\" y=\"93.362855\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.635795\" xlink:href=\"#m5f79e0a725\" y=\"134.544673\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"104.090341\" xlink:href=\"#m5f79e0a725\" y=\"118.071946\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"92.817614\" xlink:href=\"#m5f79e0a725\" y=\"126.30831\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.908523\" xlink:href=\"#m5f79e0a725\" y=\"85.126491\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.999432\" xlink:href=\"#m5f79e0a725\" y=\"60.417401\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"92.817614\" xlink:href=\"#m5f79e0a725\" y=\"101.599219\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.908523\" xlink:href=\"#m5f79e0a725\" y=\"101.599219\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"70.272159\" xlink:href=\"#m5f79e0a725\" y=\"142.781037\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.635795\" xlink:href=\"#m5f79e0a725\" y=\"126.30831\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.999432\" xlink:href=\"#m5f79e0a725\" y=\"76.890128\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.363068\" xlink:href=\"#m5f79e0a725\" y=\"101.599219\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.363068\" xlink:href=\"#m5f79e0a725\" y=\"134.544673\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"58.999432\" xlink:href=\"#m5f79e0a725\" y=\"134.544673\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"228.090341\" xlink:href=\"#m5f79e0a725\" y=\"52.181037\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"216.817614\" xlink:href=\"#m5f79e0a725\" y=\"19.235582\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.999432\" xlink:href=\"#m5f79e0a725\" y=\"60.417401\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.18125\" xlink:href=\"#m5f79e0a725\" y=\"93.362855\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"216.817614\" xlink:href=\"#m5f79e0a725\" y=\"68.653764\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.18125\" xlink:href=\"#m5f79e0a725\" y=\"68.653764\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.999432\" xlink:href=\"#m5f79e0a725\" y=\"101.599219\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.18125\" xlink:href=\"#m5f79e0a725\" y=\"76.890128\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"92.817614\" xlink:href=\"#m5f79e0a725\" y=\"85.126491\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.18125\" xlink:href=\"#m5f79e0a725\" y=\"109.835582\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.363068\" xlink:href=\"#m5f79e0a725\" y=\"101.599219\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.908523\" xlink:href=\"#m5f79e0a725\" y=\"134.544673\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.908523\" xlink:href=\"#m5f79e0a725\" y=\"101.599219\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.453977\" xlink:href=\"#m5f79e0a725\" y=\"93.362855\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.453977\" xlink:href=\"#m5f79e0a725\" y=\"101.599219\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"104.090341\" xlink:href=\"#m5f79e0a725\" y=\"118.071946\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.363068\" xlink:href=\"#m5f79e0a725\" y=\"126.30831\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.999432\" xlink:href=\"#m5f79e0a725\" y=\"101.599219\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.453977\" xlink:href=\"#m5f79e0a725\" y=\"43.944673\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.272159\" xlink:href=\"#m5f79e0a725\" y=\"35.70831\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.635795\" xlink:href=\"#m5f79e0a725\" y=\"126.30831\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.908523\" xlink:href=\"#m5f79e0a725\" y=\"118.071946\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.272159\" xlink:href=\"#m5f79e0a725\" y=\"93.362855\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.635795\" xlink:href=\"#m5f79e0a725\" y=\"85.126491\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"70.272159\" xlink:href=\"#m5f79e0a725\" y=\"134.544673\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.18125\" xlink:href=\"#m5f79e0a725\" y=\"101.599219\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.908523\" xlink:href=\"#m5f79e0a725\" y=\"93.362855\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"81.544886\" xlink:href=\"#m5f79e0a725\" y=\"192.199219\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"70.272159\" xlink:href=\"#m5f79e0a725\" y=\"118.071946\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.908523\" xlink:href=\"#m5f79e0a725\" y=\"93.362855\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.18125\" xlink:href=\"#m5f79e0a725\" y=\"68.653764\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.363068\" xlink:href=\"#m5f79e0a725\" y=\"134.544673\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.18125\" xlink:href=\"#m5f79e0a725\" y=\"68.653764\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"92.817614\" xlink:href=\"#m5f79e0a725\" y=\"118.071946\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"171.726705\" xlink:href=\"#m5f79e0a725\" y=\"76.890128\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.908523\" xlink:href=\"#m5f79e0a725\" y=\"109.835582\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"PathCollection_2\">\r\n    <defs>\r\n     <path d=\"M 0 3 \r\nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \r\nC 2.683901 1.55874 3 0.795609 3 0 \r\nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \r\nC 1.55874 -2.683901 0.795609 -3 0 -3 \r\nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \r\nC -2.683901 -1.55874 -3 -0.795609 -3 0 \r\nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \r\nC -1.55874 2.683901 -0.795609 3 0 3 \r\nz\r\n\" id=\"mdd87deb9fc\" style=\"stroke:#ff7f0e;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#pdb77736e68)\">\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"363.363068\" xlink:href=\"#mdd87deb9fc\" y=\"118.071946\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"295.726705\" xlink:href=\"#mdd87deb9fc\" y=\"118.071946\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"352.090341\" xlink:href=\"#mdd87deb9fc\" y=\"126.30831\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"194.272159\" xlink:href=\"#mdd87deb9fc\" y=\"192.199219\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"306.999432\" xlink:href=\"#mdd87deb9fc\" y=\"151.017401\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"216.817614\" xlink:href=\"#mdd87deb9fc\" y=\"151.017401\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"284.453977\" xlink:href=\"#mdd87deb9fc\" y=\"109.835582\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"126.635795\" xlink:href=\"#mdd87deb9fc\" y=\"183.962855\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"318.272159\" xlink:href=\"#mdd87deb9fc\" y=\"142.781037\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"160.453977\" xlink:href=\"#mdd87deb9fc\" y=\"159.253764\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"137.908523\" xlink:href=\"#mdd87deb9fc\" y=\"216.90831\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"239.363068\" xlink:href=\"#mdd87deb9fc\" y=\"134.544673\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"250.635795\" xlink:href=\"#mdd87deb9fc\" y=\"200.435582\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"261.908523\" xlink:href=\"#mdd87deb9fc\" y=\"142.781037\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"205.544886\" xlink:href=\"#mdd87deb9fc\" y=\"142.781037\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"329.544886\" xlink:href=\"#mdd87deb9fc\" y=\"126.30831\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"205.544886\" xlink:href=\"#mdd87deb9fc\" y=\"134.544673\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"228.090341\" xlink:href=\"#mdd87deb9fc\" y=\"159.253764\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"273.18125\" xlink:href=\"#mdd87deb9fc\" y=\"200.435582\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"205.544886\" xlink:href=\"#mdd87deb9fc\" y=\"175.726491\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"239.363068\" xlink:href=\"#mdd87deb9fc\" y=\"118.071946\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"261.908523\" xlink:href=\"#mdd87deb9fc\" y=\"151.017401\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"284.453977\" xlink:href=\"#mdd87deb9fc\" y=\"175.726491\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"261.908523\" xlink:href=\"#mdd87deb9fc\" y=\"151.017401\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"295.726705\" xlink:href=\"#mdd87deb9fc\" y=\"142.781037\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"318.272159\" xlink:href=\"#mdd87deb9fc\" y=\"134.544673\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"340.817614\" xlink:href=\"#mdd87deb9fc\" y=\"151.017401\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"329.544886\" xlink:href=\"#mdd87deb9fc\" y=\"134.544673\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"250.635795\" xlink:href=\"#mdd87deb9fc\" y=\"142.781037\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"216.817614\" xlink:href=\"#mdd87deb9fc\" y=\"167.490128\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"194.272159\" xlink:href=\"#mdd87deb9fc\" y=\"183.962855\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"194.272159\" xlink:href=\"#mdd87deb9fc\" y=\"183.962855\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"228.090341\" xlink:href=\"#mdd87deb9fc\" y=\"159.253764\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"250.635795\" xlink:href=\"#mdd87deb9fc\" y=\"159.253764\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"182.999432\" xlink:href=\"#mdd87deb9fc\" y=\"134.544673\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"250.635795\" xlink:href=\"#mdd87deb9fc\" y=\"101.599219\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"329.544886\" xlink:href=\"#mdd87deb9fc\" y=\"126.30831\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"284.453977\" xlink:href=\"#mdd87deb9fc\" y=\"192.199219\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"205.544886\" xlink:href=\"#mdd87deb9fc\" y=\"134.544673\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"194.272159\" xlink:href=\"#mdd87deb9fc\" y=\"175.726491\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"194.272159\" xlink:href=\"#mdd87deb9fc\" y=\"167.490128\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"261.908523\" xlink:href=\"#mdd87deb9fc\" y=\"134.544673\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"228.090341\" xlink:href=\"#mdd87deb9fc\" y=\"167.490128\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"137.908523\" xlink:href=\"#mdd87deb9fc\" y=\"192.199219\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"205.544886\" xlink:href=\"#mdd87deb9fc\" y=\"159.253764\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"216.817614\" xlink:href=\"#mdd87deb9fc\" y=\"134.544673\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"216.817614\" xlink:href=\"#mdd87deb9fc\" y=\"142.781037\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"273.18125\" xlink:href=\"#mdd87deb9fc\" y=\"142.781037\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"149.18125\" xlink:href=\"#mdd87deb9fc\" y=\"175.726491\"/>\r\n     <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"216.817614\" xlink:href=\"#mdd87deb9fc\" y=\"151.017401\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"mf858621a82\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"81.544886\" xlink:href=\"#mf858621a82\" y=\"226.791946\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 4.5 -->\r\n      <defs>\r\n       <path d=\"M 37.796875 64.3125 \r\nL 12.890625 25.390625 \r\nL 37.796875 25.390625 \r\nz\r\nM 35.203125 72.90625 \r\nL 47.609375 72.90625 \r\nL 47.609375 25.390625 \r\nL 58.015625 25.390625 \r\nL 58.015625 17.1875 \r\nL 47.609375 17.1875 \r\nL 47.609375 0 \r\nL 37.796875 0 \r\nL 37.796875 17.1875 \r\nL 4.890625 17.1875 \r\nL 4.890625 26.703125 \r\nz\r\n\" id=\"DejaVuSans-52\"/>\r\n       <path d=\"M 10.6875 12.40625 \r\nL 21 12.40625 \r\nL 21 0 \r\nL 10.6875 0 \r\nz\r\n\" id=\"DejaVuSans-46\"/>\r\n       <path d=\"M 10.796875 72.90625 \r\nL 49.515625 72.90625 \r\nL 49.515625 64.59375 \r\nL 19.828125 64.59375 \r\nL 19.828125 46.734375 \r\nQ 21.96875 47.46875 24.109375 47.828125 \r\nQ 26.265625 48.1875 28.421875 48.1875 \r\nQ 40.625 48.1875 47.75 41.5 \r\nQ 54.890625 34.8125 54.890625 23.390625 \r\nQ 54.890625 11.625 47.5625 5.09375 \r\nQ 40.234375 -1.421875 26.90625 -1.421875 \r\nQ 22.3125 -1.421875 17.546875 -0.640625 \r\nQ 12.796875 0.140625 7.71875 1.703125 \r\nL 7.71875 11.625 \r\nQ 12.109375 9.234375 16.796875 8.0625 \r\nQ 21.484375 6.890625 26.703125 6.890625 \r\nQ 35.15625 6.890625 40.078125 11.328125 \r\nQ 45.015625 15.765625 45.015625 23.390625 \r\nQ 45.015625 31 40.078125 35.4375 \r\nQ 35.15625 39.890625 26.703125 39.890625 \r\nQ 22.75 39.890625 18.8125 39.015625 \r\nQ 14.890625 38.140625 10.796875 36.28125 \r\nz\r\n\" id=\"DejaVuSans-53\"/>\r\n      </defs>\r\n      <g transform=\"translate(73.593324 241.390384)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"137.908523\" xlink:href=\"#mf858621a82\" y=\"226.791946\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 5.0 -->\r\n      <defs>\r\n       <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-48\"/>\r\n      </defs>\r\n      <g transform=\"translate(129.95696 241.390384)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"194.272159\" xlink:href=\"#mf858621a82\" y=\"226.791946\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 5.5 -->\r\n      <g transform=\"translate(186.320597 241.390384)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"250.635795\" xlink:href=\"#mf858621a82\" y=\"226.791946\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 6.0 -->\r\n      <defs>\r\n       <path d=\"M 33.015625 40.375 \r\nQ 26.375 40.375 22.484375 35.828125 \r\nQ 18.609375 31.296875 18.609375 23.390625 \r\nQ 18.609375 15.53125 22.484375 10.953125 \r\nQ 26.375 6.390625 33.015625 6.390625 \r\nQ 39.65625 6.390625 43.53125 10.953125 \r\nQ 47.40625 15.53125 47.40625 23.390625 \r\nQ 47.40625 31.296875 43.53125 35.828125 \r\nQ 39.65625 40.375 33.015625 40.375 \r\nz\r\nM 52.59375 71.296875 \r\nL 52.59375 62.3125 \r\nQ 48.875 64.0625 45.09375 64.984375 \r\nQ 41.3125 65.921875 37.59375 65.921875 \r\nQ 27.828125 65.921875 22.671875 59.328125 \r\nQ 17.53125 52.734375 16.796875 39.40625 \r\nQ 19.671875 43.65625 24.015625 45.921875 \r\nQ 28.375 48.1875 33.59375 48.1875 \r\nQ 44.578125 48.1875 50.953125 41.515625 \r\nQ 57.328125 34.859375 57.328125 23.390625 \r\nQ 57.328125 12.15625 50.6875 5.359375 \r\nQ 44.046875 -1.421875 33.015625 -1.421875 \r\nQ 20.359375 -1.421875 13.671875 8.265625 \r\nQ 6.984375 17.96875 6.984375 36.375 \r\nQ 6.984375 53.65625 15.1875 63.9375 \r\nQ 23.390625 74.21875 37.203125 74.21875 \r\nQ 40.921875 74.21875 44.703125 73.484375 \r\nQ 48.484375 72.75 52.59375 71.296875 \r\nz\r\n\" id=\"DejaVuSans-54\"/>\r\n      </defs>\r\n      <g transform=\"translate(242.684233 241.390384)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"306.999432\" xlink:href=\"#mf858621a82\" y=\"226.791946\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 6.5 -->\r\n      <g transform=\"translate(299.047869 241.390384)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"363.363068\" xlink:href=\"#mf858621a82\" y=\"226.791946\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 7.0 -->\r\n      <defs>\r\n       <path d=\"M 8.203125 72.90625 \r\nL 55.078125 72.90625 \r\nL 55.078125 68.703125 \r\nL 28.609375 0 \r\nL 18.3125 0 \r\nL 43.21875 64.59375 \r\nL 8.203125 64.59375 \r\nz\r\n\" id=\"DejaVuSans-55\"/>\r\n      </defs>\r\n      <g transform=\"translate(355.411506 241.390384)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_7\">\r\n     <!-- sepal length -->\r\n     <defs>\r\n      <path d=\"M 44.28125 53.078125 \r\nL 44.28125 44.578125 \r\nQ 40.484375 46.53125 36.375 47.5 \r\nQ 32.28125 48.484375 27.875 48.484375 \r\nQ 21.1875 48.484375 17.84375 46.4375 \r\nQ 14.5 44.390625 14.5 40.28125 \r\nQ 14.5 37.15625 16.890625 35.375 \r\nQ 19.28125 33.59375 26.515625 31.984375 \r\nL 29.59375 31.296875 \r\nQ 39.15625 29.25 43.1875 25.515625 \r\nQ 47.21875 21.78125 47.21875 15.09375 \r\nQ 47.21875 7.46875 41.1875 3.015625 \r\nQ 35.15625 -1.421875 24.609375 -1.421875 \r\nQ 20.21875 -1.421875 15.453125 -0.5625 \r\nQ 10.6875 0.296875 5.421875 2 \r\nL 5.421875 11.28125 \r\nQ 10.40625 8.6875 15.234375 7.390625 \r\nQ 20.0625 6.109375 24.8125 6.109375 \r\nQ 31.15625 6.109375 34.5625 8.28125 \r\nQ 37.984375 10.453125 37.984375 14.40625 \r\nQ 37.984375 18.0625 35.515625 20.015625 \r\nQ 33.0625 21.96875 24.703125 23.78125 \r\nL 21.578125 24.515625 \r\nQ 13.234375 26.265625 9.515625 29.90625 \r\nQ 5.8125 33.546875 5.8125 39.890625 \r\nQ 5.8125 47.609375 11.28125 51.796875 \r\nQ 16.75 56 26.8125 56 \r\nQ 31.78125 56 36.171875 55.265625 \r\nQ 40.578125 54.546875 44.28125 53.078125 \r\nz\r\n\" id=\"DejaVuSans-115\"/>\r\n      <path d=\"M 56.203125 29.59375 \r\nL 56.203125 25.203125 \r\nL 14.890625 25.203125 \r\nQ 15.484375 15.921875 20.484375 11.0625 \r\nQ 25.484375 6.203125 34.421875 6.203125 \r\nQ 39.59375 6.203125 44.453125 7.46875 \r\nQ 49.3125 8.734375 54.109375 11.28125 \r\nL 54.109375 2.78125 \r\nQ 49.265625 0.734375 44.1875 -0.34375 \r\nQ 39.109375 -1.421875 33.890625 -1.421875 \r\nQ 20.796875 -1.421875 13.15625 6.1875 \r\nQ 5.515625 13.8125 5.515625 26.8125 \r\nQ 5.515625 40.234375 12.765625 48.109375 \r\nQ 20.015625 56 32.328125 56 \r\nQ 43.359375 56 49.78125 48.890625 \r\nQ 56.203125 41.796875 56.203125 29.59375 \r\nz\r\nM 47.21875 32.234375 \r\nQ 47.125 39.59375 43.09375 43.984375 \r\nQ 39.0625 48.390625 32.421875 48.390625 \r\nQ 24.90625 48.390625 20.390625 44.140625 \r\nQ 15.875 39.890625 15.1875 32.171875 \r\nz\r\n\" id=\"DejaVuSans-101\"/>\r\n      <path d=\"M 18.109375 8.203125 \r\nL 18.109375 -20.796875 \r\nL 9.078125 -20.796875 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.390625 \r\nQ 20.953125 51.265625 25.265625 53.625 \r\nQ 29.59375 56 35.59375 56 \r\nQ 45.5625 56 51.78125 48.09375 \r\nQ 58.015625 40.1875 58.015625 27.296875 \r\nQ 58.015625 14.40625 51.78125 6.484375 \r\nQ 45.5625 -1.421875 35.59375 -1.421875 \r\nQ 29.59375 -1.421875 25.265625 0.953125 \r\nQ 20.953125 3.328125 18.109375 8.203125 \r\nz\r\nM 48.6875 27.296875 \r\nQ 48.6875 37.203125 44.609375 42.84375 \r\nQ 40.53125 48.484375 33.40625 48.484375 \r\nQ 26.265625 48.484375 22.1875 42.84375 \r\nQ 18.109375 37.203125 18.109375 27.296875 \r\nQ 18.109375 17.390625 22.1875 11.75 \r\nQ 26.265625 6.109375 33.40625 6.109375 \r\nQ 40.53125 6.109375 44.609375 11.75 \r\nQ 48.6875 17.390625 48.6875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-112\"/>\r\n      <path d=\"M 34.28125 27.484375 \r\nQ 23.390625 27.484375 19.1875 25 \r\nQ 14.984375 22.515625 14.984375 16.5 \r\nQ 14.984375 11.71875 18.140625 8.90625 \r\nQ 21.296875 6.109375 26.703125 6.109375 \r\nQ 34.1875 6.109375 38.703125 11.40625 \r\nQ 43.21875 16.703125 43.21875 25.484375 \r\nL 43.21875 27.484375 \r\nz\r\nM 52.203125 31.203125 \r\nL 52.203125 0 \r\nL 43.21875 0 \r\nL 43.21875 8.296875 \r\nQ 40.140625 3.328125 35.546875 0.953125 \r\nQ 30.953125 -1.421875 24.3125 -1.421875 \r\nQ 15.921875 -1.421875 10.953125 3.296875 \r\nQ 6 8.015625 6 15.921875 \r\nQ 6 25.140625 12.171875 29.828125 \r\nQ 18.359375 34.515625 30.609375 34.515625 \r\nL 43.21875 34.515625 \r\nL 43.21875 35.40625 \r\nQ 43.21875 41.609375 39.140625 45 \r\nQ 35.0625 48.390625 27.6875 48.390625 \r\nQ 23 48.390625 18.546875 47.265625 \r\nQ 14.109375 46.140625 10.015625 43.890625 \r\nL 10.015625 52.203125 \r\nQ 14.9375 54.109375 19.578125 55.046875 \r\nQ 24.21875 56 28.609375 56 \r\nQ 40.484375 56 46.34375 49.84375 \r\nQ 52.203125 43.703125 52.203125 31.203125 \r\nz\r\n\" id=\"DejaVuSans-97\"/>\r\n      <path d=\"M 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\n\" id=\"DejaVuSans-108\"/>\r\n      <path id=\"DejaVuSans-32\"/>\r\n      <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-110\"/>\r\n      <path d=\"M 45.40625 27.984375 \r\nQ 45.40625 37.75 41.375 43.109375 \r\nQ 37.359375 48.484375 30.078125 48.484375 \r\nQ 22.859375 48.484375 18.828125 43.109375 \r\nQ 14.796875 37.75 14.796875 27.984375 \r\nQ 14.796875 18.265625 18.828125 12.890625 \r\nQ 22.859375 7.515625 30.078125 7.515625 \r\nQ 37.359375 7.515625 41.375 12.890625 \r\nQ 45.40625 18.265625 45.40625 27.984375 \r\nz\r\nM 54.390625 6.78125 \r\nQ 54.390625 -7.171875 48.1875 -13.984375 \r\nQ 42 -20.796875 29.203125 -20.796875 \r\nQ 24.46875 -20.796875 20.265625 -20.09375 \r\nQ 16.0625 -19.390625 12.109375 -17.921875 \r\nL 12.109375 -9.1875 \r\nQ 16.0625 -11.328125 19.921875 -12.34375 \r\nQ 23.78125 -13.375 27.78125 -13.375 \r\nQ 36.625 -13.375 41.015625 -8.765625 \r\nQ 45.40625 -4.15625 45.40625 5.171875 \r\nL 45.40625 9.625 \r\nQ 42.625 4.78125 38.28125 2.390625 \r\nQ 33.9375 0 27.875 0 \r\nQ 17.828125 0 11.671875 7.65625 \r\nQ 5.515625 15.328125 5.515625 27.984375 \r\nQ 5.515625 40.671875 11.671875 48.328125 \r\nQ 17.828125 56 27.875 56 \r\nQ 33.9375 56 38.28125 53.609375 \r\nQ 42.625 51.21875 45.40625 46.390625 \r\nL 45.40625 54.6875 \r\nL 54.390625 54.6875 \r\nz\r\n\" id=\"DejaVuSans-103\"/>\r\n      <path d=\"M 18.3125 70.21875 \r\nL 18.3125 54.6875 \r\nL 36.8125 54.6875 \r\nL 36.8125 47.703125 \r\nL 18.3125 47.703125 \r\nL 18.3125 18.015625 \r\nQ 18.3125 11.328125 20.140625 9.421875 \r\nQ 21.96875 7.515625 27.59375 7.515625 \r\nL 36.8125 7.515625 \r\nL 36.8125 0 \r\nL 27.59375 0 \r\nQ 17.1875 0 13.234375 3.875 \r\nQ 9.28125 7.765625 9.28125 18.015625 \r\nL 9.28125 47.703125 \r\nL 2.6875 47.703125 \r\nL 2.6875 54.6875 \r\nL 9.28125 54.6875 \r\nL 9.28125 70.21875 \r\nz\r\n\" id=\"DejaVuSans-116\"/>\r\n      <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 75.984375 \r\nL 18.109375 75.984375 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-104\"/>\r\n     </defs>\r\n     <g transform=\"translate(180.346094 255.068509)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"52.099609\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"113.623047\" xlink:href=\"#DejaVuSans-112\"/>\r\n      <use x=\"177.099609\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"238.378906\" xlink:href=\"#DejaVuSans-108\"/>\r\n      <use x=\"266.162109\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"297.949219\" xlink:href=\"#DejaVuSans-108\"/>\r\n      <use x=\"325.732422\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"387.255859\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"450.634766\" xlink:href=\"#DejaVuSans-103\"/>\r\n      <use x=\"514.111328\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"553.320312\" xlink:href=\"#DejaVuSans-104\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_7\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"m8908979376\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m8908979376\" y=\"216.90831\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 2.0 -->\r\n      <defs>\r\n       <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n      </defs>\r\n      <g transform=\"translate(20.878125 220.707528)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m8908979376\" y=\"175.726491\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 2.5 -->\r\n      <g transform=\"translate(20.878125 179.52571)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m8908979376\" y=\"134.544673\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 3.0 -->\r\n      <defs>\r\n       <path d=\"M 40.578125 39.3125 \r\nQ 47.65625 37.796875 51.625 33 \r\nQ 55.609375 28.21875 55.609375 21.1875 \r\nQ 55.609375 10.40625 48.1875 4.484375 \r\nQ 40.765625 -1.421875 27.09375 -1.421875 \r\nQ 22.515625 -1.421875 17.65625 -0.515625 \r\nQ 12.796875 0.390625 7.625 2.203125 \r\nL 7.625 11.71875 \r\nQ 11.71875 9.328125 16.59375 8.109375 \r\nQ 21.484375 6.890625 26.8125 6.890625 \r\nQ 36.078125 6.890625 40.9375 10.546875 \r\nQ 45.796875 14.203125 45.796875 21.1875 \r\nQ 45.796875 27.640625 41.28125 31.265625 \r\nQ 36.765625 34.90625 28.71875 34.90625 \r\nL 20.21875 34.90625 \r\nL 20.21875 43.015625 \r\nL 29.109375 43.015625 \r\nQ 36.375 43.015625 40.234375 45.921875 \r\nQ 44.09375 48.828125 44.09375 54.296875 \r\nQ 44.09375 59.90625 40.109375 62.90625 \r\nQ 36.140625 65.921875 28.71875 65.921875 \r\nQ 24.65625 65.921875 20.015625 65.03125 \r\nQ 15.375 64.15625 9.8125 62.3125 \r\nL 9.8125 71.09375 \r\nQ 15.4375 72.65625 20.34375 73.4375 \r\nQ 25.25 74.21875 29.59375 74.21875 \r\nQ 40.828125 74.21875 47.359375 69.109375 \r\nQ 53.90625 64.015625 53.90625 55.328125 \r\nQ 53.90625 49.265625 50.4375 45.09375 \r\nQ 46.96875 40.921875 40.578125 39.3125 \r\nz\r\n\" id=\"DejaVuSans-51\"/>\r\n      </defs>\r\n      <g transform=\"translate(20.878125 138.343892)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m8908979376\" y=\"93.362855\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 3.5 -->\r\n      <g transform=\"translate(20.878125 97.162074)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m8908979376\" y=\"52.181037\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 4.0 -->\r\n      <g transform=\"translate(20.878125 55.980256)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m8908979376\" y=\"10.999219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- 4.5 -->\r\n      <g transform=\"translate(20.878125 14.798437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_14\">\r\n     <!-- sepal width -->\r\n     <defs>\r\n      <path d=\"M 4.203125 54.6875 \r\nL 13.1875 54.6875 \r\nL 24.421875 12.015625 \r\nL 35.59375 54.6875 \r\nL 46.1875 54.6875 \r\nL 57.421875 12.015625 \r\nL 68.609375 54.6875 \r\nL 77.59375 54.6875 \r\nL 63.28125 0 \r\nL 52.6875 0 \r\nL 40.921875 44.828125 \r\nL 29.109375 0 \r\nL 18.5 0 \r\nz\r\n\" id=\"DejaVuSans-119\"/>\r\n      <path d=\"M 9.421875 54.6875 \r\nL 18.40625 54.6875 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\nM 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 64.59375 \r\nL 9.421875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-105\"/>\r\n      <path d=\"M 45.40625 46.390625 \r\nL 45.40625 75.984375 \r\nL 54.390625 75.984375 \r\nL 54.390625 0 \r\nL 45.40625 0 \r\nL 45.40625 8.203125 \r\nQ 42.578125 3.328125 38.25 0.953125 \r\nQ 33.9375 -1.421875 27.875 -1.421875 \r\nQ 17.96875 -1.421875 11.734375 6.484375 \r\nQ 5.515625 14.40625 5.515625 27.296875 \r\nQ 5.515625 40.1875 11.734375 48.09375 \r\nQ 17.96875 56 27.875 56 \r\nQ 33.9375 56 38.25 53.625 \r\nQ 42.578125 51.265625 45.40625 46.390625 \r\nz\r\nM 14.796875 27.296875 \r\nQ 14.796875 17.390625 18.875 11.75 \r\nQ 22.953125 6.109375 30.078125 6.109375 \r\nQ 37.203125 6.109375 41.296875 11.75 \r\nQ 45.40625 17.390625 45.40625 27.296875 \r\nQ 45.40625 37.203125 41.296875 42.84375 \r\nQ 37.203125 48.484375 30.078125 48.484375 \r\nQ 22.953125 48.484375 18.875 42.84375 \r\nQ 14.796875 37.203125 14.796875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-100\"/>\r\n     </defs>\r\n     <g transform=\"translate(14.798438 146.750852)rotate(-90)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"52.099609\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"113.623047\" xlink:href=\"#DejaVuSans-112\"/>\r\n      <use x=\"177.099609\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"238.378906\" xlink:href=\"#DejaVuSans-108\"/>\r\n      <use x=\"266.162109\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"297.949219\" xlink:href=\"#DejaVuSans-119\"/>\r\n      <use x=\"379.736328\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"407.519531\" xlink:href=\"#DejaVuSans-100\"/>\r\n      <use x=\"470.996094\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"510.205078\" xlink:href=\"#DejaVuSans-104\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 43.78125 226.791946 \r\nL 43.78125 9.351946 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 378.58125 226.791946 \r\nL 378.58125 9.351946 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 43.78125 226.791946 \r\nL 378.58125 226.791946 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 43.78125 9.351946 \r\nL 378.58125 9.351946 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"legend_1\">\r\n    <g id=\"patch_7\">\r\n     <path d=\"M 333.21875 46.708196 \r\nL 371.58125 46.708196 \r\nQ 373.58125 46.708196 373.58125 44.708196 \r\nL 373.58125 16.351946 \r\nQ 373.58125 14.351946 371.58125 14.351946 \r\nL 333.21875 14.351946 \r\nQ 331.21875 14.351946 331.21875 16.351946 \r\nL 331.21875 44.708196 \r\nQ 331.21875 46.708196 333.21875 46.708196 \r\nz\r\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n    </g>\r\n    <g id=\"PathCollection_3\">\r\n     <g>\r\n      <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"345.21875\" xlink:href=\"#m5f79e0a725\" y=\"23.325384\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_15\">\r\n     <!-- 0 -->\r\n     <g transform=\"translate(363.21875 25.950384)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-48\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"PathCollection_4\">\r\n     <g>\r\n      <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"345.21875\" xlink:href=\"#mdd87deb9fc\" y=\"38.003509\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_16\">\r\n     <!-- 1 -->\r\n     <defs>\r\n      <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-49\"/>\r\n     </defs>\r\n     <g transform=\"translate(363.21875 40.628509)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-49\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"pdb77736e68\">\r\n   <rect height=\"217.44\" width=\"334.8\" x=\"43.78125\" y=\"9.351946\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.scatter(df[:50]['sepal length'], df[:50]['sepal width'], label='0')\n",
    "plt.scatter(df[50:100]['sepal length'], df[50:100]['sepal width'], label='1')\n",
    "plt.xlabel('sepal length')\n",
    "plt.ylabel('sepal width')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = np.array(df.iloc[:100, [0, 1, -1]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "X, y = data[:,:-1], data[:,-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = np.array([1 if i == 1 else -1 for i in y])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Perceptron"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据线性可分，二分类数据\n",
    "# 此处为一元一次线性方程\n",
    "class Model:\n",
    "    def __init__(self):\n",
    "        self.w = np.ones(len(data[0]) - 1, dtype=np.float32)\n",
    "        self.b = 0\n",
    "        self.l_rate = 0.1\n",
    "        # self.data = data\n",
    "\n",
    "    def sign(self, x, w, b):\n",
    "        y = np.dot(x, w) + b\n",
    "        return y\n",
    "\n",
    "    # 随机梯度下降法\n",
    "    def fit(self, X_train, y_train):\n",
    "        is_wrong = False\n",
    "        while not is_wrong:\n",
    "            wrong_count = 0\n",
    "            for d in range(len(X_train)):\n",
    "                X = X_train[d]\n",
    "                y = y_train[d]\n",
    "                if y * self.sign(X, self.w, self.b) <= 0:\n",
    "                    self.w = self.w + self.l_rate * np.dot(y, X)\n",
    "                    self.b = self.b + self.l_rate * y\n",
    "                    wrong_count += 1\n",
    "            if wrong_count == 0:\n",
    "                is_wrong = True\n",
    "        return 'Perceptron Model!'\n",
    "\n",
    "    def score(self):\n",
    "        pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "'Perceptron Model!'"
     },
     "metadata": {},
     "execution_count": 11
    }
   ],
   "source": [
    "perceptron = Model()\n",
    "perceptron.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "<matplotlib.legend.Legend at 0x16b5bffc148>"
     },
     "metadata": {},
     "execution_count": 12
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"264.050496pt\" version=\"1.1\" viewBox=\"0 0 385.78125 264.050496\" width=\"385.78125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <defs>\r\n  <style type=\"text/css\">\r\n*{stroke-linecap:butt;stroke-linejoin:round;}\r\n  </style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 264.050496 \r\nL 385.78125 264.050496 \r\nL 385.78125 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 43.78125 226.494246 \r\nL 378.58125 226.494246 \r\nL 378.58125 9.054246 \r\nL 43.78125 9.054246 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"mb5ca706169\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"58.999432\" xlink:href=\"#mb5ca706169\" y=\"226.494246\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 4.0 -->\r\n      <defs>\r\n       <path d=\"M 37.796875 64.3125 \r\nL 12.890625 25.390625 \r\nL 37.796875 25.390625 \r\nz\r\nM 35.203125 72.90625 \r\nL 47.609375 72.90625 \r\nL 47.609375 25.390625 \r\nL 58.015625 25.390625 \r\nL 58.015625 17.1875 \r\nL 47.609375 17.1875 \r\nL 47.609375 0 \r\nL 37.796875 0 \r\nL 37.796875 17.1875 \r\nL 4.890625 17.1875 \r\nL 4.890625 26.703125 \r\nz\r\n\" id=\"DejaVuSans-52\"/>\r\n       <path d=\"M 10.6875 12.40625 \r\nL 21 12.40625 \r\nL 21 0 \r\nL 10.6875 0 \r\nz\r\n\" id=\"DejaVuSans-46\"/>\r\n       <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-48\"/>\r\n      </defs>\r\n      <g transform=\"translate(51.047869 241.092684)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"109.726705\" xlink:href=\"#mb5ca706169\" y=\"226.494246\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 4.5 -->\r\n      <defs>\r\n       <path d=\"M 10.796875 72.90625 \r\nL 49.515625 72.90625 \r\nL 49.515625 64.59375 \r\nL 19.828125 64.59375 \r\nL 19.828125 46.734375 \r\nQ 21.96875 47.46875 24.109375 47.828125 \r\nQ 26.265625 48.1875 28.421875 48.1875 \r\nQ 40.625 48.1875 47.75 41.5 \r\nQ 54.890625 34.8125 54.890625 23.390625 \r\nQ 54.890625 11.625 47.5625 5.09375 \r\nQ 40.234375 -1.421875 26.90625 -1.421875 \r\nQ 22.3125 -1.421875 17.546875 -0.640625 \r\nQ 12.796875 0.140625 7.71875 1.703125 \r\nL 7.71875 11.625 \r\nQ 12.109375 9.234375 16.796875 8.0625 \r\nQ 21.484375 6.890625 26.703125 6.890625 \r\nQ 35.15625 6.890625 40.078125 11.328125 \r\nQ 45.015625 15.765625 45.015625 23.390625 \r\nQ 45.015625 31 40.078125 35.4375 \r\nQ 35.15625 39.890625 26.703125 39.890625 \r\nQ 22.75 39.890625 18.8125 39.015625 \r\nQ 14.890625 38.140625 10.796875 36.28125 \r\nz\r\n\" id=\"DejaVuSans-53\"/>\r\n      </defs>\r\n      <g transform=\"translate(101.775142 241.092684)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"160.453977\" xlink:href=\"#mb5ca706169\" y=\"226.494246\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 5.0 -->\r\n      <g transform=\"translate(152.502415 241.092684)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"211.18125\" xlink:href=\"#mb5ca706169\" y=\"226.494246\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 5.5 -->\r\n      <g transform=\"translate(203.229687 241.092684)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"261.908523\" xlink:href=\"#mb5ca706169\" y=\"226.494246\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 6.0 -->\r\n      <defs>\r\n       <path d=\"M 33.015625 40.375 \r\nQ 26.375 40.375 22.484375 35.828125 \r\nQ 18.609375 31.296875 18.609375 23.390625 \r\nQ 18.609375 15.53125 22.484375 10.953125 \r\nQ 26.375 6.390625 33.015625 6.390625 \r\nQ 39.65625 6.390625 43.53125 10.953125 \r\nQ 47.40625 15.53125 47.40625 23.390625 \r\nQ 47.40625 31.296875 43.53125 35.828125 \r\nQ 39.65625 40.375 33.015625 40.375 \r\nz\r\nM 52.59375 71.296875 \r\nL 52.59375 62.3125 \r\nQ 48.875 64.0625 45.09375 64.984375 \r\nQ 41.3125 65.921875 37.59375 65.921875 \r\nQ 27.828125 65.921875 22.671875 59.328125 \r\nQ 17.53125 52.734375 16.796875 39.40625 \r\nQ 19.671875 43.65625 24.015625 45.921875 \r\nQ 28.375 48.1875 33.59375 48.1875 \r\nQ 44.578125 48.1875 50.953125 41.515625 \r\nQ 57.328125 34.859375 57.328125 23.390625 \r\nQ 57.328125 12.15625 50.6875 5.359375 \r\nQ 44.046875 -1.421875 33.015625 -1.421875 \r\nQ 20.359375 -1.421875 13.671875 8.265625 \r\nQ 6.984375 17.96875 6.984375 36.375 \r\nQ 6.984375 53.65625 15.1875 63.9375 \r\nQ 23.390625 74.21875 37.203125 74.21875 \r\nQ 40.921875 74.21875 44.703125 73.484375 \r\nQ 48.484375 72.75 52.59375 71.296875 \r\nz\r\n\" id=\"DejaVuSans-54\"/>\r\n      </defs>\r\n      <g transform=\"translate(253.95696 241.092684)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"312.635795\" xlink:href=\"#mb5ca706169\" y=\"226.494246\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 6.5 -->\r\n      <g transform=\"translate(304.684233 241.092684)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"363.363068\" xlink:href=\"#mb5ca706169\" y=\"226.494246\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 7.0 -->\r\n      <defs>\r\n       <path d=\"M 8.203125 72.90625 \r\nL 55.078125 72.90625 \r\nL 55.078125 68.703125 \r\nL 28.609375 0 \r\nL 18.3125 0 \r\nL 43.21875 64.59375 \r\nL 8.203125 64.59375 \r\nz\r\n\" id=\"DejaVuSans-55\"/>\r\n      </defs>\r\n      <g transform=\"translate(355.411506 241.092684)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_8\">\r\n     <!-- sepal length -->\r\n     <defs>\r\n      <path d=\"M 44.28125 53.078125 \r\nL 44.28125 44.578125 \r\nQ 40.484375 46.53125 36.375 47.5 \r\nQ 32.28125 48.484375 27.875 48.484375 \r\nQ 21.1875 48.484375 17.84375 46.4375 \r\nQ 14.5 44.390625 14.5 40.28125 \r\nQ 14.5 37.15625 16.890625 35.375 \r\nQ 19.28125 33.59375 26.515625 31.984375 \r\nL 29.59375 31.296875 \r\nQ 39.15625 29.25 43.1875 25.515625 \r\nQ 47.21875 21.78125 47.21875 15.09375 \r\nQ 47.21875 7.46875 41.1875 3.015625 \r\nQ 35.15625 -1.421875 24.609375 -1.421875 \r\nQ 20.21875 -1.421875 15.453125 -0.5625 \r\nQ 10.6875 0.296875 5.421875 2 \r\nL 5.421875 11.28125 \r\nQ 10.40625 8.6875 15.234375 7.390625 \r\nQ 20.0625 6.109375 24.8125 6.109375 \r\nQ 31.15625 6.109375 34.5625 8.28125 \r\nQ 37.984375 10.453125 37.984375 14.40625 \r\nQ 37.984375 18.0625 35.515625 20.015625 \r\nQ 33.0625 21.96875 24.703125 23.78125 \r\nL 21.578125 24.515625 \r\nQ 13.234375 26.265625 9.515625 29.90625 \r\nQ 5.8125 33.546875 5.8125 39.890625 \r\nQ 5.8125 47.609375 11.28125 51.796875 \r\nQ 16.75 56 26.8125 56 \r\nQ 31.78125 56 36.171875 55.265625 \r\nQ 40.578125 54.546875 44.28125 53.078125 \r\nz\r\n\" id=\"DejaVuSans-115\"/>\r\n      <path d=\"M 56.203125 29.59375 \r\nL 56.203125 25.203125 \r\nL 14.890625 25.203125 \r\nQ 15.484375 15.921875 20.484375 11.0625 \r\nQ 25.484375 6.203125 34.421875 6.203125 \r\nQ 39.59375 6.203125 44.453125 7.46875 \r\nQ 49.3125 8.734375 54.109375 11.28125 \r\nL 54.109375 2.78125 \r\nQ 49.265625 0.734375 44.1875 -0.34375 \r\nQ 39.109375 -1.421875 33.890625 -1.421875 \r\nQ 20.796875 -1.421875 13.15625 6.1875 \r\nQ 5.515625 13.8125 5.515625 26.8125 \r\nQ 5.515625 40.234375 12.765625 48.109375 \r\nQ 20.015625 56 32.328125 56 \r\nQ 43.359375 56 49.78125 48.890625 \r\nQ 56.203125 41.796875 56.203125 29.59375 \r\nz\r\nM 47.21875 32.234375 \r\nQ 47.125 39.59375 43.09375 43.984375 \r\nQ 39.0625 48.390625 32.421875 48.390625 \r\nQ 24.90625 48.390625 20.390625 44.140625 \r\nQ 15.875 39.890625 15.1875 32.171875 \r\nz\r\n\" id=\"DejaVuSans-101\"/>\r\n      <path d=\"M 18.109375 8.203125 \r\nL 18.109375 -20.796875 \r\nL 9.078125 -20.796875 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.390625 \r\nQ 20.953125 51.265625 25.265625 53.625 \r\nQ 29.59375 56 35.59375 56 \r\nQ 45.5625 56 51.78125 48.09375 \r\nQ 58.015625 40.1875 58.015625 27.296875 \r\nQ 58.015625 14.40625 51.78125 6.484375 \r\nQ 45.5625 -1.421875 35.59375 -1.421875 \r\nQ 29.59375 -1.421875 25.265625 0.953125 \r\nQ 20.953125 3.328125 18.109375 8.203125 \r\nz\r\nM 48.6875 27.296875 \r\nQ 48.6875 37.203125 44.609375 42.84375 \r\nQ 40.53125 48.484375 33.40625 48.484375 \r\nQ 26.265625 48.484375 22.1875 42.84375 \r\nQ 18.109375 37.203125 18.109375 27.296875 \r\nQ 18.109375 17.390625 22.1875 11.75 \r\nQ 26.265625 6.109375 33.40625 6.109375 \r\nQ 40.53125 6.109375 44.609375 11.75 \r\nQ 48.6875 17.390625 48.6875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-112\"/>\r\n      <path d=\"M 34.28125 27.484375 \r\nQ 23.390625 27.484375 19.1875 25 \r\nQ 14.984375 22.515625 14.984375 16.5 \r\nQ 14.984375 11.71875 18.140625 8.90625 \r\nQ 21.296875 6.109375 26.703125 6.109375 \r\nQ 34.1875 6.109375 38.703125 11.40625 \r\nQ 43.21875 16.703125 43.21875 25.484375 \r\nL 43.21875 27.484375 \r\nz\r\nM 52.203125 31.203125 \r\nL 52.203125 0 \r\nL 43.21875 0 \r\nL 43.21875 8.296875 \r\nQ 40.140625 3.328125 35.546875 0.953125 \r\nQ 30.953125 -1.421875 24.3125 -1.421875 \r\nQ 15.921875 -1.421875 10.953125 3.296875 \r\nQ 6 8.015625 6 15.921875 \r\nQ 6 25.140625 12.171875 29.828125 \r\nQ 18.359375 34.515625 30.609375 34.515625 \r\nL 43.21875 34.515625 \r\nL 43.21875 35.40625 \r\nQ 43.21875 41.609375 39.140625 45 \r\nQ 35.0625 48.390625 27.6875 48.390625 \r\nQ 23 48.390625 18.546875 47.265625 \r\nQ 14.109375 46.140625 10.015625 43.890625 \r\nL 10.015625 52.203125 \r\nQ 14.9375 54.109375 19.578125 55.046875 \r\nQ 24.21875 56 28.609375 56 \r\nQ 40.484375 56 46.34375 49.84375 \r\nQ 52.203125 43.703125 52.203125 31.203125 \r\nz\r\n\" id=\"DejaVuSans-97\"/>\r\n      <path d=\"M 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\n\" id=\"DejaVuSans-108\"/>\r\n      <path id=\"DejaVuSans-32\"/>\r\n      <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-110\"/>\r\n      <path d=\"M 45.40625 27.984375 \r\nQ 45.40625 37.75 41.375 43.109375 \r\nQ 37.359375 48.484375 30.078125 48.484375 \r\nQ 22.859375 48.484375 18.828125 43.109375 \r\nQ 14.796875 37.75 14.796875 27.984375 \r\nQ 14.796875 18.265625 18.828125 12.890625 \r\nQ 22.859375 7.515625 30.078125 7.515625 \r\nQ 37.359375 7.515625 41.375 12.890625 \r\nQ 45.40625 18.265625 45.40625 27.984375 \r\nz\r\nM 54.390625 6.78125 \r\nQ 54.390625 -7.171875 48.1875 -13.984375 \r\nQ 42 -20.796875 29.203125 -20.796875 \r\nQ 24.46875 -20.796875 20.265625 -20.09375 \r\nQ 16.0625 -19.390625 12.109375 -17.921875 \r\nL 12.109375 -9.1875 \r\nQ 16.0625 -11.328125 19.921875 -12.34375 \r\nQ 23.78125 -13.375 27.78125 -13.375 \r\nQ 36.625 -13.375 41.015625 -8.765625 \r\nQ 45.40625 -4.15625 45.40625 5.171875 \r\nL 45.40625 9.625 \r\nQ 42.625 4.78125 38.28125 2.390625 \r\nQ 33.9375 0 27.875 0 \r\nQ 17.828125 0 11.671875 7.65625 \r\nQ 5.515625 15.328125 5.515625 27.984375 \r\nQ 5.515625 40.671875 11.671875 48.328125 \r\nQ 17.828125 56 27.875 56 \r\nQ 33.9375 56 38.28125 53.609375 \r\nQ 42.625 51.21875 45.40625 46.390625 \r\nL 45.40625 54.6875 \r\nL 54.390625 54.6875 \r\nz\r\n\" id=\"DejaVuSans-103\"/>\r\n      <path d=\"M 18.3125 70.21875 \r\nL 18.3125 54.6875 \r\nL 36.8125 54.6875 \r\nL 36.8125 47.703125 \r\nL 18.3125 47.703125 \r\nL 18.3125 18.015625 \r\nQ 18.3125 11.328125 20.140625 9.421875 \r\nQ 21.96875 7.515625 27.59375 7.515625 \r\nL 36.8125 7.515625 \r\nL 36.8125 0 \r\nL 27.59375 0 \r\nQ 17.1875 0 13.234375 3.875 \r\nQ 9.28125 7.765625 9.28125 18.015625 \r\nL 9.28125 47.703125 \r\nL 2.6875 47.703125 \r\nL 2.6875 54.6875 \r\nL 9.28125 54.6875 \r\nL 9.28125 70.21875 \r\nz\r\n\" id=\"DejaVuSans-116\"/>\r\n      <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 75.984375 \r\nL 18.109375 75.984375 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-104\"/>\r\n     </defs>\r\n     <g transform=\"translate(180.346094 254.770809)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"52.099609\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"113.623047\" xlink:href=\"#DejaVuSans-112\"/>\r\n      <use x=\"177.099609\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"238.378906\" xlink:href=\"#DejaVuSans-108\"/>\r\n      <use x=\"266.162109\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"297.949219\" xlink:href=\"#DejaVuSans-108\"/>\r\n      <use x=\"325.732422\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"387.255859\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"450.634766\" xlink:href=\"#DejaVuSans-103\"/>\r\n      <use x=\"514.111328\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"553.320312\" xlink:href=\"#DejaVuSans-104\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_8\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"m526448f93c\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m526448f93c\" y=\"209.465812\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 2.0 -->\r\n      <defs>\r\n       <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n      </defs>\r\n      <g transform=\"translate(20.878125 213.265031)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m526448f93c\" y=\"169.772494\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 2.5 -->\r\n      <g transform=\"translate(20.878125 173.571712)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m526448f93c\" y=\"130.079175\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 3.0 -->\r\n      <defs>\r\n       <path d=\"M 40.578125 39.3125 \r\nQ 47.65625 37.796875 51.625 33 \r\nQ 55.609375 28.21875 55.609375 21.1875 \r\nQ 55.609375 10.40625 48.1875 4.484375 \r\nQ 40.765625 -1.421875 27.09375 -1.421875 \r\nQ 22.515625 -1.421875 17.65625 -0.515625 \r\nQ 12.796875 0.390625 7.625 2.203125 \r\nL 7.625 11.71875 \r\nQ 11.71875 9.328125 16.59375 8.109375 \r\nQ 21.484375 6.890625 26.8125 6.890625 \r\nQ 36.078125 6.890625 40.9375 10.546875 \r\nQ 45.796875 14.203125 45.796875 21.1875 \r\nQ 45.796875 27.640625 41.28125 31.265625 \r\nQ 36.765625 34.90625 28.71875 34.90625 \r\nL 20.21875 34.90625 \r\nL 20.21875 43.015625 \r\nL 29.109375 43.015625 \r\nQ 36.375 43.015625 40.234375 45.921875 \r\nQ 44.09375 48.828125 44.09375 54.296875 \r\nQ 44.09375 59.90625 40.109375 62.90625 \r\nQ 36.140625 65.921875 28.71875 65.921875 \r\nQ 24.65625 65.921875 20.015625 65.03125 \r\nQ 15.375 64.15625 9.8125 62.3125 \r\nL 9.8125 71.09375 \r\nQ 15.4375 72.65625 20.34375 73.4375 \r\nQ 25.25 74.21875 29.59375 74.21875 \r\nQ 40.828125 74.21875 47.359375 69.109375 \r\nQ 53.90625 64.015625 53.90625 55.328125 \r\nQ 53.90625 49.265625 50.4375 45.09375 \r\nQ 46.96875 40.921875 40.578125 39.3125 \r\nz\r\n\" id=\"DejaVuSans-51\"/>\r\n      </defs>\r\n      <g transform=\"translate(20.878125 133.878394)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m526448f93c\" y=\"90.385856\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 3.5 -->\r\n      <g transform=\"translate(20.878125 94.185075)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m526448f93c\" y=\"50.692537\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- 4.0 -->\r\n      <g transform=\"translate(20.878125 54.491756)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m526448f93c\" y=\"10.999219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- 4.5 -->\r\n      <g transform=\"translate(20.878125 14.798437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_15\">\r\n     <!-- sepal width -->\r\n     <defs>\r\n      <path d=\"M 4.203125 54.6875 \r\nL 13.1875 54.6875 \r\nL 24.421875 12.015625 \r\nL 35.59375 54.6875 \r\nL 46.1875 54.6875 \r\nL 57.421875 12.015625 \r\nL 68.609375 54.6875 \r\nL 77.59375 54.6875 \r\nL 63.28125 0 \r\nL 52.6875 0 \r\nL 40.921875 44.828125 \r\nL 29.109375 0 \r\nL 18.5 0 \r\nz\r\n\" id=\"DejaVuSans-119\"/>\r\n      <path d=\"M 9.421875 54.6875 \r\nL 18.40625 54.6875 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\nM 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 64.59375 \r\nL 9.421875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-105\"/>\r\n      <path d=\"M 45.40625 46.390625 \r\nL 45.40625 75.984375 \r\nL 54.390625 75.984375 \r\nL 54.390625 0 \r\nL 45.40625 0 \r\nL 45.40625 8.203125 \r\nQ 42.578125 3.328125 38.25 0.953125 \r\nQ 33.9375 -1.421875 27.875 -1.421875 \r\nQ 17.96875 -1.421875 11.734375 6.484375 \r\nQ 5.515625 14.40625 5.515625 27.296875 \r\nQ 5.515625 40.1875 11.734375 48.09375 \r\nQ 17.96875 56 27.875 56 \r\nQ 33.9375 56 38.25 53.625 \r\nQ 42.578125 51.265625 45.40625 46.390625 \r\nz\r\nM 14.796875 27.296875 \r\nQ 14.796875 17.390625 18.875 11.75 \r\nQ 22.953125 6.109375 30.078125 6.109375 \r\nQ 37.203125 6.109375 41.296875 11.75 \r\nQ 45.40625 17.390625 45.40625 27.296875 \r\nQ 45.40625 37.203125 41.296875 42.84375 \r\nQ 37.203125 48.484375 30.078125 48.484375 \r\nQ 22.953125 48.484375 18.875 42.84375 \r\nQ 14.796875 37.203125 14.796875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-100\"/>\r\n     </defs>\r\n     <g transform=\"translate(14.798438 146.453152)rotate(-90)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"52.099609\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"113.623047\" xlink:href=\"#DejaVuSans-112\"/>\r\n      <use x=\"177.099609\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"238.378906\" xlink:href=\"#DejaVuSans-108\"/>\r\n      <use x=\"266.162109\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"297.949219\" xlink:href=\"#DejaVuSans-119\"/>\r\n      <use x=\"379.736328\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"407.519531\" xlink:href=\"#DejaVuSans-100\"/>\r\n      <use x=\"470.996094\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"510.205078\" xlink:href=\"#DejaVuSans-104\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_14\">\r\n    <path clip-path=\"url(#pf0c73c9c3b)\" d=\"M 58.999432 216.61061 \r\nL 92.817614 195.970084 \r\nL 126.635795 175.329558 \r\nL 160.453977 154.689033 \r\nL 194.272159 134.048507 \r\nL 228.090341 113.407981 \r\nL 261.908523 92.767455 \r\nL 295.726705 72.12693 \r\nL 329.544886 51.486404 \r\nL 363.363068 30.845878 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_15\">\r\n    <defs>\r\n     <path d=\"M 0 3 \r\nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \r\nC 2.683901 1.55874 3 0.795609 3 0 \r\nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \r\nC 1.55874 -2.683901 0.795609 -3 0 -3 \r\nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \r\nC -2.683901 -1.55874 -3 -0.795609 -3 0 \r\nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \r\nC -1.55874 2.683901 -0.795609 3 0 3 \r\nz\r\n\" id=\"m779aa97016\" style=\"stroke:#0000ff;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#pf0c73c9c3b)\">\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"170.599432\" xlink:href=\"#m779aa97016\" y=\"90.385856\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"150.308523\" xlink:href=\"#m779aa97016\" y=\"130.079175\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"130.017614\" xlink:href=\"#m779aa97016\" y=\"114.201847\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"119.872159\" xlink:href=\"#m779aa97016\" y=\"122.140511\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"160.453977\" xlink:href=\"#m779aa97016\" y=\"82.447192\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"201.035795\" xlink:href=\"#m779aa97016\" y=\"58.631201\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"119.872159\" xlink:href=\"#m779aa97016\" y=\"98.32452\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"160.453977\" xlink:href=\"#m779aa97016\" y=\"98.32452\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"99.58125\" xlink:href=\"#m779aa97016\" y=\"138.017839\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"150.308523\" xlink:href=\"#m779aa97016\" y=\"122.140511\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"201.035795\" xlink:href=\"#m779aa97016\" y=\"74.508529\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"140.163068\" xlink:href=\"#m779aa97016\" y=\"98.32452\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"140.163068\" xlink:href=\"#m779aa97016\" y=\"130.079175\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"89.435795\" xlink:href=\"#m779aa97016\" y=\"130.079175\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"241.617614\" xlink:href=\"#m779aa97016\" y=\"50.692537\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"231.472159\" xlink:href=\"#m779aa97016\" y=\"18.937882\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"201.035795\" xlink:href=\"#m779aa97016\" y=\"58.631201\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"170.599432\" xlink:href=\"#m779aa97016\" y=\"90.385856\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"231.472159\" xlink:href=\"#m779aa97016\" y=\"66.569865\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"170.599432\" xlink:href=\"#m779aa97016\" y=\"66.569865\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"201.035795\" xlink:href=\"#m779aa97016\" y=\"98.32452\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"170.599432\" xlink:href=\"#m779aa97016\" y=\"74.508529\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"119.872159\" xlink:href=\"#m779aa97016\" y=\"82.447192\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"170.599432\" xlink:href=\"#m779aa97016\" y=\"106.263184\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"140.163068\" xlink:href=\"#m779aa97016\" y=\"98.32452\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"160.453977\" xlink:href=\"#m779aa97016\" y=\"130.079175\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"160.453977\" xlink:href=\"#m779aa97016\" y=\"98.32452\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"180.744886\" xlink:href=\"#m779aa97016\" y=\"90.385856\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"180.744886\" xlink:href=\"#m779aa97016\" y=\"98.32452\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"130.017614\" xlink:href=\"#m779aa97016\" y=\"114.201847\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"140.163068\" xlink:href=\"#m779aa97016\" y=\"122.140511\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"201.035795\" xlink:href=\"#m779aa97016\" y=\"98.32452\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"180.744886\" xlink:href=\"#m779aa97016\" y=\"42.753874\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"211.18125\" xlink:href=\"#m779aa97016\" y=\"34.81521\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"150.308523\" xlink:href=\"#m779aa97016\" y=\"122.140511\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"160.453977\" xlink:href=\"#m779aa97016\" y=\"114.201847\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"211.18125\" xlink:href=\"#m779aa97016\" y=\"90.385856\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"150.308523\" xlink:href=\"#m779aa97016\" y=\"82.447192\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"99.58125\" xlink:href=\"#m779aa97016\" y=\"130.079175\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"170.599432\" xlink:href=\"#m779aa97016\" y=\"98.32452\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"160.453977\" xlink:href=\"#m779aa97016\" y=\"90.385856\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"109.726705\" xlink:href=\"#m779aa97016\" y=\"185.649821\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"99.58125\" xlink:href=\"#m779aa97016\" y=\"114.201847\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"160.453977\" xlink:href=\"#m779aa97016\" y=\"90.385856\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"170.599432\" xlink:href=\"#m779aa97016\" y=\"66.569865\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"140.163068\" xlink:href=\"#m779aa97016\" y=\"130.079175\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"170.599432\" xlink:href=\"#m779aa97016\" y=\"66.569865\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"119.872159\" xlink:href=\"#m779aa97016\" y=\"114.201847\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"190.890341\" xlink:href=\"#m779aa97016\" y=\"74.508529\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"160.453977\" xlink:href=\"#m779aa97016\" y=\"106.263184\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_16\">\r\n    <defs>\r\n     <path d=\"M 0 3 \r\nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \r\nC 2.683901 1.55874 3 0.795609 3 0 \r\nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \r\nC 1.55874 -2.683901 0.795609 -3 0 -3 \r\nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \r\nC -2.683901 -1.55874 -3 -0.795609 -3 0 \r\nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \r\nC -1.55874 2.683901 -0.795609 3 0 3 \r\nz\r\n\" id=\"m6053dec048\" style=\"stroke:#ffa500;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#pf0c73c9c3b)\">\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"363.363068\" xlink:href=\"#m6053dec048\" y=\"114.201847\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"302.490341\" xlink:href=\"#m6053dec048\" y=\"114.201847\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"353.217614\" xlink:href=\"#m6053dec048\" y=\"122.140511\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"211.18125\" xlink:href=\"#m6053dec048\" y=\"185.649821\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"312.635795\" xlink:href=\"#m6053dec048\" y=\"145.956502\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"231.472159\" xlink:href=\"#m6053dec048\" y=\"145.956502\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"292.344886\" xlink:href=\"#m6053dec048\" y=\"106.263184\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"150.308523\" xlink:href=\"#m6053dec048\" y=\"177.711157\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"322.78125\" xlink:href=\"#m6053dec048\" y=\"138.017839\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"180.744886\" xlink:href=\"#m6053dec048\" y=\"153.895166\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"160.453977\" xlink:href=\"#m6053dec048\" y=\"209.465812\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"251.763068\" xlink:href=\"#m6053dec048\" y=\"130.079175\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"261.908523\" xlink:href=\"#m6053dec048\" y=\"193.588485\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"272.053977\" xlink:href=\"#m6053dec048\" y=\"138.017839\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"221.326705\" xlink:href=\"#m6053dec048\" y=\"138.017839\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"332.926705\" xlink:href=\"#m6053dec048\" y=\"122.140511\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"221.326705\" xlink:href=\"#m6053dec048\" y=\"130.079175\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"241.617614\" xlink:href=\"#m6053dec048\" y=\"153.895166\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"282.199432\" xlink:href=\"#m6053dec048\" y=\"193.588485\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"221.326705\" xlink:href=\"#m6053dec048\" y=\"169.772494\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"251.763068\" xlink:href=\"#m6053dec048\" y=\"114.201847\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"272.053977\" xlink:href=\"#m6053dec048\" y=\"145.956502\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"292.344886\" xlink:href=\"#m6053dec048\" y=\"169.772494\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"272.053977\" xlink:href=\"#m6053dec048\" y=\"145.956502\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"302.490341\" xlink:href=\"#m6053dec048\" y=\"138.017839\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"322.78125\" xlink:href=\"#m6053dec048\" y=\"130.079175\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"343.072159\" xlink:href=\"#m6053dec048\" y=\"145.956502\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"332.926705\" xlink:href=\"#m6053dec048\" y=\"130.079175\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"261.908523\" xlink:href=\"#m6053dec048\" y=\"138.017839\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"231.472159\" xlink:href=\"#m6053dec048\" y=\"161.83383\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"211.18125\" xlink:href=\"#m6053dec048\" y=\"177.711157\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"211.18125\" xlink:href=\"#m6053dec048\" y=\"177.711157\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"241.617614\" xlink:href=\"#m6053dec048\" y=\"153.895166\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"261.908523\" xlink:href=\"#m6053dec048\" y=\"153.895166\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"201.035795\" xlink:href=\"#m6053dec048\" y=\"130.079175\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"261.908523\" xlink:href=\"#m6053dec048\" y=\"98.32452\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"332.926705\" xlink:href=\"#m6053dec048\" y=\"122.140511\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"292.344886\" xlink:href=\"#m6053dec048\" y=\"185.649821\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"221.326705\" xlink:href=\"#m6053dec048\" y=\"130.079175\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"211.18125\" xlink:href=\"#m6053dec048\" y=\"169.772494\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"211.18125\" xlink:href=\"#m6053dec048\" y=\"161.83383\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"272.053977\" xlink:href=\"#m6053dec048\" y=\"130.079175\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"241.617614\" xlink:href=\"#m6053dec048\" y=\"161.83383\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"160.453977\" xlink:href=\"#m6053dec048\" y=\"185.649821\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"221.326705\" xlink:href=\"#m6053dec048\" y=\"153.895166\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"231.472159\" xlink:href=\"#m6053dec048\" y=\"130.079175\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"231.472159\" xlink:href=\"#m6053dec048\" y=\"138.017839\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"282.199432\" xlink:href=\"#m6053dec048\" y=\"138.017839\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"170.599432\" xlink:href=\"#m6053dec048\" y=\"169.772494\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"231.472159\" xlink:href=\"#m6053dec048\" y=\"145.956502\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 43.78125 226.494246 \r\nL 43.78125 9.054246 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 378.58125 226.494246 \r\nL 378.58125 9.054246 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 43.78125 226.494246 \r\nL 378.58125 226.494246 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 43.78125 9.054246 \r\nL 378.58125 9.054246 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"legend_1\">\r\n    <g id=\"patch_7\">\r\n     <path d=\"M 50.78125 46.410496 \r\nL 89.14375 46.410496 \r\nQ 91.14375 46.410496 91.14375 44.410496 \r\nL 91.14375 16.054246 \r\nQ 91.14375 14.054246 89.14375 14.054246 \r\nL 50.78125 14.054246 \r\nQ 48.78125 14.054246 48.78125 16.054246 \r\nL 48.78125 44.410496 \r\nQ 48.78125 46.410496 50.78125 46.410496 \r\nz\r\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n    </g>\r\n    <g id=\"line2d_17\"/>\r\n    <g id=\"line2d_18\">\r\n     <g>\r\n      <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"62.78125\" xlink:href=\"#m779aa97016\" y=\"22.152684\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_16\">\r\n     <!-- 0 -->\r\n     <g transform=\"translate(80.78125 25.652684)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-48\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_19\"/>\r\n    <g id=\"line2d_20\">\r\n     <g>\r\n      <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"62.78125\" xlink:href=\"#m6053dec048\" y=\"36.830809\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_17\">\r\n     <!-- 1 -->\r\n     <defs>\r\n      <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-49\"/>\r\n     </defs>\r\n     <g transform=\"translate(80.78125 40.330809)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-49\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"pf0c73c9c3b\">\r\n   <rect height=\"217.44\" width=\"334.8\" x=\"43.78125\" y=\"9.054246\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "x_points = np.linspace(4, 7, 10)\n",
    "y_ = -(perceptron.w[0] * x_points + perceptron.b) / perceptron.w[1]\n",
    "plt.plot(x_points, y_)\n",
    "\n",
    "plt.plot(data[:50, 0], data[:50, 1], 'bo', color='blue', label='0')\n",
    "plt.plot(data[50:100, 0], data[50:100, 1], 'bo', color='orange', label='1')\n",
    "plt.xlabel('sepal length')\n",
    "plt.ylabel('sepal width')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### scikit-learn实例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sklearn\n",
    "from sklearn.linear_model import Perceptron"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "'0.23.1'"
     },
     "metadata": {},
     "execution_count": 14
    }
   ],
   "source": [
    "sklearn.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "Perceptron()"
     },
     "metadata": {},
     "execution_count": 15
    }
   ],
   "source": [
    "clf = Perceptron(fit_intercept=True, \n",
    "                 max_iter=1000, \n",
    "                 shuffle=True)\n",
    "clf.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "[[ 23.2 -38.7]]\n"
    }
   ],
   "source": [
    "# Weights assigned to the features.\n",
    "print(clf.coef_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "[-5.]\n"
    }
   ],
   "source": [
    "# 截距 Constants in decision function.\n",
    "print(clf.intercept_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "<matplotlib.legend.Legend at 0x16b5c05a348>"
     },
     "metadata": {},
     "execution_count": 18
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x720 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"601pt\" version=\"1.1\" viewBox=\"0 0 606.525 601\" width=\"606.525pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <defs>\r\n  <style type=\"text/css\">\r\n*{stroke-linecap:butt;stroke-linejoin:round;}\r\n  </style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 601 \r\nL 606.525 601 \r\nL 606.525 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 41.325 566.55 \r\nL 599.325 566.55 \r\nL 599.325 22.95 \r\nL 41.325 22.95 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"PathCollection_1\">\r\n    <defs>\r\n     <path d=\"M 0 3 \r\nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \r\nC 2.683901 1.55874 3 0.795609 3 0 \r\nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \r\nC 1.55874 -2.683901 0.795609 -3 0 -3 \r\nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \r\nC -2.683901 -1.55874 -3 -0.795609 -3 0 \r\nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \r\nC -1.55874 2.683901 -0.795609 3 0 3 \r\nz\r\n\" id=\"me86044b89e\" style=\"stroke:#0000ff;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#pba748d0aa7)\">\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"252.688636\" xlink:href=\"#me86044b89e\" y=\"232.977273\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"218.870455\" xlink:href=\"#me86044b89e\" y=\"335.931818\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"185.052273\" xlink:href=\"#me86044b89e\" y=\"294.75\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"168.143182\" xlink:href=\"#me86044b89e\" y=\"315.340909\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"235.779545\" xlink:href=\"#me86044b89e\" y=\"212.386364\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"303.415909\" xlink:href=\"#me86044b89e\" y=\"150.613636\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"168.143182\" xlink:href=\"#me86044b89e\" y=\"253.568182\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"235.779545\" xlink:href=\"#me86044b89e\" y=\"253.568182\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"134.325\" xlink:href=\"#me86044b89e\" y=\"356.522727\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"218.870455\" xlink:href=\"#me86044b89e\" y=\"315.340909\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"303.415909\" xlink:href=\"#me86044b89e\" y=\"191.795455\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"201.961364\" xlink:href=\"#me86044b89e\" y=\"253.568182\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"201.961364\" xlink:href=\"#me86044b89e\" y=\"335.931818\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"117.415909\" xlink:href=\"#me86044b89e\" y=\"335.931818\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"371.052273\" xlink:href=\"#me86044b89e\" y=\"130.022727\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"354.143182\" xlink:href=\"#me86044b89e\" y=\"47.659091\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"303.415909\" xlink:href=\"#me86044b89e\" y=\"150.613636\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"252.688636\" xlink:href=\"#me86044b89e\" y=\"232.977273\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"354.143182\" xlink:href=\"#me86044b89e\" y=\"171.204545\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"252.688636\" xlink:href=\"#me86044b89e\" y=\"171.204545\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"303.415909\" xlink:href=\"#me86044b89e\" y=\"253.568182\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"252.688636\" xlink:href=\"#me86044b89e\" y=\"191.795455\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"168.143182\" xlink:href=\"#me86044b89e\" y=\"212.386364\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"252.688636\" xlink:href=\"#me86044b89e\" y=\"274.159091\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"201.961364\" xlink:href=\"#me86044b89e\" y=\"253.568182\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"235.779545\" xlink:href=\"#me86044b89e\" y=\"335.931818\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"235.779545\" xlink:href=\"#me86044b89e\" y=\"253.568182\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"269.597727\" xlink:href=\"#me86044b89e\" y=\"232.977273\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"269.597727\" xlink:href=\"#me86044b89e\" y=\"253.568182\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"185.052273\" xlink:href=\"#me86044b89e\" y=\"294.75\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"201.961364\" xlink:href=\"#me86044b89e\" y=\"315.340909\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"303.415909\" xlink:href=\"#me86044b89e\" y=\"253.568182\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"269.597727\" xlink:href=\"#me86044b89e\" y=\"109.431818\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"320.325\" xlink:href=\"#me86044b89e\" y=\"88.840909\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"218.870455\" xlink:href=\"#me86044b89e\" y=\"315.340909\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"235.779545\" xlink:href=\"#me86044b89e\" y=\"294.75\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"320.325\" xlink:href=\"#me86044b89e\" y=\"232.977273\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"218.870455\" xlink:href=\"#me86044b89e\" y=\"212.386364\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"134.325\" xlink:href=\"#me86044b89e\" y=\"335.931818\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"252.688636\" xlink:href=\"#me86044b89e\" y=\"253.568182\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"235.779545\" xlink:href=\"#me86044b89e\" y=\"232.977273\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"151.234091\" xlink:href=\"#me86044b89e\" y=\"480.068182\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"134.325\" xlink:href=\"#me86044b89e\" y=\"294.75\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"235.779545\" xlink:href=\"#me86044b89e\" y=\"232.977273\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"252.688636\" xlink:href=\"#me86044b89e\" y=\"171.204545\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"201.961364\" xlink:href=\"#me86044b89e\" y=\"335.931818\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"252.688636\" xlink:href=\"#me86044b89e\" y=\"171.204545\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"168.143182\" xlink:href=\"#me86044b89e\" y=\"294.75\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"286.506818\" xlink:href=\"#me86044b89e\" y=\"191.795455\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"235.779545\" xlink:href=\"#me86044b89e\" y=\"274.159091\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"PathCollection_2\">\r\n    <defs>\r\n     <path d=\"M 0 3 \r\nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \r\nC 2.683901 1.55874 3 0.795609 3 0 \r\nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \r\nC 1.55874 -2.683901 0.795609 -3 0 -3 \r\nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \r\nC -2.683901 -1.55874 -3 -0.795609 -3 0 \r\nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \r\nC -1.55874 2.683901 -0.795609 3 0 3 \r\nz\r\n\" id=\"m50ab6b1d66\" style=\"stroke:#ffa500;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#pba748d0aa7)\">\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"573.961364\" xlink:href=\"#m50ab6b1d66\" y=\"294.75\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"472.506818\" xlink:href=\"#m50ab6b1d66\" y=\"294.75\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"557.052273\" xlink:href=\"#m50ab6b1d66\" y=\"315.340909\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"320.325\" xlink:href=\"#m50ab6b1d66\" y=\"480.068182\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"489.415909\" xlink:href=\"#m50ab6b1d66\" y=\"377.113636\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"354.143182\" xlink:href=\"#m50ab6b1d66\" y=\"377.113636\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"455.597727\" xlink:href=\"#m50ab6b1d66\" y=\"274.159091\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"218.870455\" xlink:href=\"#m50ab6b1d66\" y=\"459.477273\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"506.325\" xlink:href=\"#m50ab6b1d66\" y=\"356.522727\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"269.597727\" xlink:href=\"#m50ab6b1d66\" y=\"397.704545\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"235.779545\" xlink:href=\"#m50ab6b1d66\" y=\"541.840909\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"387.961364\" xlink:href=\"#m50ab6b1d66\" y=\"335.931818\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"404.870455\" xlink:href=\"#m50ab6b1d66\" y=\"500.659091\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"421.779545\" xlink:href=\"#m50ab6b1d66\" y=\"356.522727\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"337.234091\" xlink:href=\"#m50ab6b1d66\" y=\"356.522727\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"523.234091\" xlink:href=\"#m50ab6b1d66\" y=\"315.340909\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"337.234091\" xlink:href=\"#m50ab6b1d66\" y=\"335.931818\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"371.052273\" xlink:href=\"#m50ab6b1d66\" y=\"397.704545\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"438.688636\" xlink:href=\"#m50ab6b1d66\" y=\"500.659091\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"337.234091\" xlink:href=\"#m50ab6b1d66\" y=\"438.886364\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"387.961364\" xlink:href=\"#m50ab6b1d66\" y=\"294.75\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"421.779545\" xlink:href=\"#m50ab6b1d66\" y=\"377.113636\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"455.597727\" xlink:href=\"#m50ab6b1d66\" y=\"438.886364\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"421.779545\" xlink:href=\"#m50ab6b1d66\" y=\"377.113636\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"472.506818\" xlink:href=\"#m50ab6b1d66\" y=\"356.522727\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"506.325\" xlink:href=\"#m50ab6b1d66\" y=\"335.931818\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"540.143182\" xlink:href=\"#m50ab6b1d66\" y=\"377.113636\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"523.234091\" xlink:href=\"#m50ab6b1d66\" y=\"335.931818\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"404.870455\" xlink:href=\"#m50ab6b1d66\" y=\"356.522727\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"354.143182\" xlink:href=\"#m50ab6b1d66\" y=\"418.295455\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"320.325\" xlink:href=\"#m50ab6b1d66\" y=\"459.477273\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"320.325\" xlink:href=\"#m50ab6b1d66\" y=\"459.477273\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"371.052273\" xlink:href=\"#m50ab6b1d66\" y=\"397.704545\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"404.870455\" xlink:href=\"#m50ab6b1d66\" y=\"397.704545\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"303.415909\" xlink:href=\"#m50ab6b1d66\" y=\"335.931818\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"404.870455\" xlink:href=\"#m50ab6b1d66\" y=\"253.568182\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"523.234091\" xlink:href=\"#m50ab6b1d66\" y=\"315.340909\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"455.597727\" xlink:href=\"#m50ab6b1d66\" y=\"480.068182\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"337.234091\" xlink:href=\"#m50ab6b1d66\" y=\"335.931818\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"320.325\" xlink:href=\"#m50ab6b1d66\" y=\"438.886364\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"320.325\" xlink:href=\"#m50ab6b1d66\" y=\"418.295455\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"421.779545\" xlink:href=\"#m50ab6b1d66\" y=\"335.931818\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"371.052273\" xlink:href=\"#m50ab6b1d66\" y=\"418.295455\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"235.779545\" xlink:href=\"#m50ab6b1d66\" y=\"480.068182\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"337.234091\" xlink:href=\"#m50ab6b1d66\" y=\"397.704545\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"354.143182\" xlink:href=\"#m50ab6b1d66\" y=\"335.931818\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"354.143182\" xlink:href=\"#m50ab6b1d66\" y=\"356.522727\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"438.688636\" xlink:href=\"#m50ab6b1d66\" y=\"356.522727\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"252.688636\" xlink:href=\"#m50ab6b1d66\" y=\"438.886364\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"354.143182\" xlink:href=\"#m50ab6b1d66\" y=\"377.113636\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"m3712e5f71d\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"66.688636\" xlink:href=\"#m3712e5f71d\" y=\"566.55\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 4.0 -->\r\n      <defs>\r\n       <path d=\"M 31.25 17.1875 \r\nL 1.171875 17.1875 \r\nL 1.171875 23.828125 \r\nL 32.8125 69.53125 \r\nL 38.671875 69.53125 \r\nL 38.671875 23.828125 \r\nL 48.046875 23.828125 \r\nL 48.046875 17.1875 \r\nL 38.671875 17.1875 \r\nL 38.671875 2.34375 \r\nL 31.25 2.34375 \r\nz\r\nM 31.25 23.828125 \r\nL 31.25 54.6875 \r\nL 9.375 23.828125 \r\nz\r\n\" id=\"SimHei-52\"/>\r\n       <path d=\"M 16.796875 1.953125 \r\nL 7.8125 1.953125 \r\nL 7.8125 10.546875 \r\nL 16.796875 10.546875 \r\nz\r\n\" id=\"SimHei-46\"/>\r\n       <path d=\"M 3.125 29.296875 \r\nQ 3.90625 50 6.4375 56.046875 \r\nQ 8.984375 62.109375 13.671875 66.015625 \r\nQ 18.359375 69.921875 25.1875 69.921875 \r\nQ 32.03125 69.921875 37.109375 64.25 \r\nQ 42.1875 58.59375 43.75 50 \r\nQ 45.3125 41.40625 44.71875 30.265625 \r\nQ 44.140625 19.140625 40.8125 12.109375 \r\nQ 37.5 5.078125 30.859375 2.34375 \r\nQ 24.21875 -0.390625 17.578125 2.921875 \r\nQ 10.9375 6.25 8.203125 11.71875 \r\nQ 5.46875 17.1875 4.296875 23.234375 \r\nQ 3.125 29.296875 3.90625 50 \r\nz\r\nM 12.890625 52.734375 \r\nQ 10.546875 31.25 12.5 22.84375 \r\nQ 14.453125 14.453125 18.9375 10.9375 \r\nQ 23.4375 7.421875 28.125 9.5625 \r\nQ 32.8125 11.71875 34.953125 18.15625 \r\nQ 37.109375 24.609375 37.109375 32.21875 \r\nQ 37.109375 39.84375 36.515625 46.09375 \r\nQ 35.9375 52.34375 33 57.421875 \r\nQ 30.078125 62.5 25.1875 62.6875 \r\nQ 20.3125 62.890625 16.59375 57.8125 \r\nQ 12.890625 52.734375 10.546875 31.25 \r\nz\r\n\" id=\"SimHei-48\"/>\r\n      </defs>\r\n      <g transform=\"translate(59.188636 580.425)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-52\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"151.234091\" xlink:href=\"#m3712e5f71d\" y=\"566.55\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 4.5 -->\r\n      <defs>\r\n       <path d=\"M 8.59375 20.703125 \r\nQ 11.328125 10.15625 17.96875 8.984375 \r\nQ 24.609375 7.8125 28.703125 10.34375 \r\nQ 32.8125 12.890625 34.5625 16.984375 \r\nQ 36.328125 21.09375 36.125 26.171875 \r\nQ 35.9375 31.25 33.390625 34.765625 \r\nQ 30.859375 38.28125 26.953125 39.453125 \r\nQ 23.046875 40.625 18.15625 39.453125 \r\nQ 13.28125 38.28125 10.15625 33.984375 \r\nL 3.515625 34.765625 \r\nQ 4.296875 37.109375 10.9375 68.359375 \r\nL 41.796875 68.359375 \r\nL 41.796875 61.328125 \r\nL 16.796875 61.328125 \r\nQ 14.84375 50.78125 12.890625 44.53125 \r\nQ 18.75 47.265625 23.828125 47.0625 \r\nQ 28.90625 46.875 33.59375 44.71875 \r\nQ 38.28125 42.578125 40.421875 38.859375 \r\nQ 42.578125 35.15625 43.546875 31.4375 \r\nQ 44.53125 27.734375 44.328125 23.4375 \r\nQ 44.140625 19.140625 42.578125 14.640625 \r\nQ 41.015625 10.15625 37.890625 7.21875 \r\nQ 34.765625 4.296875 30.265625 2.53125 \r\nQ 25.78125 0.78125 19.921875 1.171875 \r\nQ 14.0625 1.5625 8.78125 5.46875 \r\nQ 3.515625 9.375 1.5625 18.75 \r\nz\r\n\" id=\"SimHei-53\"/>\r\n      </defs>\r\n      <g transform=\"translate(143.734091 580.425)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-52\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"235.779545\" xlink:href=\"#m3712e5f71d\" y=\"566.55\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 5.0 -->\r\n      <g transform=\"translate(228.279545 580.425)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-53\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"320.325\" xlink:href=\"#m3712e5f71d\" y=\"566.55\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 5.5 -->\r\n      <g transform=\"translate(312.825 580.425)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-53\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"404.870455\" xlink:href=\"#m3712e5f71d\" y=\"566.55\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 6.0 -->\r\n      <defs>\r\n       <path d=\"M 3.515625 19.53125 \r\nQ 4.296875 30.859375 6.046875 34.765625 \r\nQ 7.8125 38.671875 11.328125 44.53125 \r\nL 27.34375 69.53125 \r\nL 36.328125 69.53125 \r\nL 19.921875 43.75 \r\nQ 30.46875 46.484375 36.71875 42.96875 \r\nQ 42.96875 39.453125 45.109375 34.953125 \r\nQ 47.265625 30.46875 47.453125 25.1875 \r\nQ 47.65625 19.921875 45.890625 14.84375 \r\nQ 44.140625 9.765625 39.640625 5.65625 \r\nQ 35.15625 1.5625 27.140625 1.171875 \r\nQ 19.140625 0.78125 13.46875 4.09375 \r\nQ 7.8125 7.421875 5.65625 13.46875 \r\nQ 3.515625 19.53125 4.296875 30.859375 \r\nz\r\nM 12.5 16.015625 \r\nQ 19.53125 8.59375 25.390625 8.203125 \r\nQ 31.25 7.8125 35.15625 12.109375 \r\nQ 39.0625 16.40625 39.0625 24.609375 \r\nQ 39.0625 32.8125 34.171875 35.9375 \r\nQ 29.296875 39.0625 23.234375 38.28125 \r\nQ 17.1875 37.5 14.453125 32.421875 \r\nQ 11.71875 27.34375 12.109375 21.671875 \r\nQ 12.5 16.015625 19.53125 8.59375 \r\nz\r\n\" id=\"SimHei-54\"/>\r\n      </defs>\r\n      <g transform=\"translate(397.370455 580.425)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-54\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"489.415909\" xlink:href=\"#m3712e5f71d\" y=\"566.55\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 6.5 -->\r\n      <g transform=\"translate(481.915909 580.425)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-54\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"573.961364\" xlink:href=\"#m3712e5f71d\" y=\"566.55\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 7.0 -->\r\n      <defs>\r\n       <path d=\"M 13.28125 2.34375 \r\nQ 20.3125 32.03125 37.890625 61.328125 \r\nL 4.296875 61.328125 \r\nL 4.296875 68.359375 \r\nL 46.09375 68.359375 \r\nL 46.09375 61.71875 \r\nQ 27.734375 32.03125 21.875 2.34375 \r\nL 13.28125 2.34375 \r\nz\r\n\" id=\"SimHei-55\"/>\r\n      </defs>\r\n      <g transform=\"translate(566.461364 580.425)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-55\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_8\">\r\n     <!-- sepal length -->\r\n     <defs>\r\n      <path d=\"M 42.96875 14.0625 \r\nQ 42.96875 7.8125 38.078125 4.484375 \r\nQ 33.203125 1.171875 25.78125 1.171875 \r\nQ 16.40625 1.171875 11.328125 4.875 \r\nQ 6.25 8.59375 6.25 15.625 \r\nL 14.0625 15.625 \r\nQ 14.0625 10.9375 17.375 9.375 \r\nQ 20.703125 7.8125 25.390625 7.8125 \r\nQ 30.078125 7.8125 32.421875 9.5625 \r\nQ 34.765625 11.328125 34.765625 14.0625 \r\nQ 34.765625 16.015625 32.8125 17.96875 \r\nQ 30.859375 19.921875 23.046875 21.09375 \r\nQ 14.0625 22.265625 10.734375 25.578125 \r\nQ 7.421875 28.90625 7.421875 34.375 \r\nQ 7.421875 39.0625 11.90625 42.765625 \r\nQ 16.40625 46.484375 25 46.484375 \r\nQ 32.8125 46.484375 37.296875 42.96875 \r\nQ 41.796875 39.453125 41.796875 33.59375 \r\nL 33.984375 33.59375 \r\nQ 33.984375 37.109375 31.4375 38.46875 \r\nQ 28.90625 39.84375 25 39.84375 \r\nQ 19.921875 39.84375 17.765625 38.078125 \r\nQ 15.625 36.328125 15.625 33.984375 \r\nQ 15.625 31.25 17.578125 29.6875 \r\nQ 19.53125 28.125 25.78125 27.34375 \r\nQ 35.9375 25.78125 39.453125 22.453125 \r\nQ 42.96875 19.140625 42.96875 14.0625 \r\nz\r\n\" id=\"SimHei-115\"/>\r\n      <path d=\"M 44.53125 16.796875 \r\nQ 43.75 9.765625 38.28125 5.46875 \r\nQ 32.8125 1.171875 25.390625 1.171875 \r\nQ 16.015625 1.171875 9.953125 7.21875 \r\nQ 3.90625 13.28125 3.90625 23.828125 \r\nQ 3.90625 34.375 9.953125 40.421875 \r\nQ 16.015625 46.484375 25.390625 46.484375 \r\nQ 33.59375 46.484375 38.859375 41.203125 \r\nQ 44.140625 35.9375 44.140625 23.828125 \r\nL 12.5 23.828125 \r\nQ 12.5 15.234375 16.203125 11.71875 \r\nQ 19.921875 8.203125 25.390625 8.203125 \r\nQ 29.6875 8.203125 32.421875 10.34375 \r\nQ 35.15625 12.5 35.9375 16.796875 \r\nz\r\nM 35.15625 30.078125 \r\nQ 34.375 35.546875 31.640625 37.6875 \r\nQ 28.90625 39.84375 24.609375 39.84375 \r\nQ 20.703125 39.84375 17.578125 37.6875 \r\nQ 14.453125 35.546875 12.890625 30.078125 \r\nz\r\n\" id=\"SimHei-101\"/>\r\n      <path d=\"M 44.140625 23.828125 \r\nQ 44.140625 12.5 38.671875 6.640625 \r\nQ 33.203125 0.78125 25.390625 0.78125 \r\nQ 21.09375 0.78125 17.96875 2.53125 \r\nQ 14.84375 4.296875 12.5 7.8125 \r\nL 12.5 -12.5 \r\nL 4.6875 -12.5 \r\nL 4.6875 45.703125 \r\nL 12.5 45.703125 \r\nL 12.5 39.84375 \r\nQ 14.84375 43.359375 17.96875 44.921875 \r\nQ 21.09375 46.484375 25.390625 46.484375 \r\nQ 33.203125 46.484375 38.671875 40.8125 \r\nQ 44.140625 35.15625 44.140625 23.828125 \r\nz\r\nM 35.546875 23.828125 \r\nQ 35.546875 31.25 32.609375 35.34375 \r\nQ 29.6875 39.453125 23.828125 39.453125 \r\nQ 19.140625 39.453125 15.8125 35.34375 \r\nQ 12.5 31.25 12.5 23.828125 \r\nQ 12.5 16.40625 15.8125 12.109375 \r\nQ 19.140625 7.8125 23.828125 7.8125 \r\nQ 29.6875 7.8125 32.609375 12.109375 \r\nQ 35.546875 16.40625 35.546875 23.828125 \r\nz\r\n\" id=\"SimHei-112\"/>\r\n      <path d=\"M 44.921875 1.953125 \r\nL 35.546875 1.953125 \r\nQ 34.765625 2.734375 34.375 4.09375 \r\nQ 33.984375 5.46875 33.984375 7.421875 \r\nQ 31.25 4.296875 27.34375 2.734375 \r\nQ 23.4375 1.171875 19.140625 1.171875 \r\nQ 12.890625 1.171875 8.59375 4.296875 \r\nQ 4.296875 7.421875 4.296875 13.28125 \r\nQ 4.296875 19.140625 8.203125 22.65625 \r\nQ 12.109375 26.171875 20.3125 27.34375 \r\nQ 25.78125 28.125 29.875 29.296875 \r\nQ 33.984375 30.46875 33.984375 32.421875 \r\nQ 33.984375 34.765625 32.21875 37.109375 \r\nQ 30.46875 39.453125 24.609375 39.453125 \r\nQ 19.921875 39.453125 17.765625 37.6875 \r\nQ 15.625 35.9375 14.84375 32.8125 \r\nL 6.25 32.8125 \r\nQ 7.03125 39.0625 11.90625 42.765625 \r\nQ 16.796875 46.484375 24.609375 46.484375 \r\nQ 33.203125 46.484375 37.5 42.578125 \r\nQ 41.796875 38.671875 41.796875 31.640625 \r\nL 41.796875 10.15625 \r\nQ 41.796875 7.8125 42.578125 5.859375 \r\nQ 43.359375 3.90625 44.921875 1.953125 \r\nz\r\nM 33.984375 16.40625 \r\nL 33.984375 24.21875 \r\nQ 31.640625 23.4375 29.484375 22.84375 \r\nQ 27.34375 22.265625 22.265625 21.484375 \r\nQ 16.40625 20.703125 14.640625 18.75 \r\nQ 12.890625 16.796875 12.890625 14.0625 \r\nQ 12.890625 11.71875 14.640625 9.953125 \r\nQ 16.40625 8.203125 19.921875 8.203125 \r\nQ 23.4375 8.203125 27.53125 10.15625 \r\nQ 31.640625 12.109375 33.984375 16.40625 \r\nz\r\n\" id=\"SimHei-97\"/>\r\n      <path d=\"M 28.515625 1.953125 \r\nL 20.703125 1.953125 \r\nL 20.703125 68.75 \r\nL 28.515625 68.75 \r\nz\r\n\" id=\"SimHei-108\"/>\r\n      <path id=\"SimHei-32\"/>\r\n      <path d=\"M 43.75 1.953125 \r\nL 35.9375 1.953125 \r\nL 35.9375 30.078125 \r\nQ 35.9375 34.765625 33.59375 37.5 \r\nQ 31.25 40.234375 27.34375 40.234375 \r\nQ 22.265625 40.234375 17.765625 34.953125 \r\nQ 13.28125 29.6875 13.28125 21.875 \r\nL 13.28125 1.953125 \r\nL 5.46875 1.953125 \r\nL 5.46875 45.703125 \r\nL 13.28125 45.703125 \r\nL 13.28125 37.5 \r\nQ 16.40625 41.796875 20.109375 44.140625 \r\nQ 23.828125 46.484375 29.6875 46.484375 \r\nQ 36.71875 46.484375 40.234375 42.578125 \r\nQ 43.75 38.671875 43.75 32.8125 \r\nz\r\n\" id=\"SimHei-110\"/>\r\n      <path d=\"M 46.484375 39.0625 \r\nQ 43.75 39.84375 41.203125 40.03125 \r\nQ 38.671875 40.234375 35.9375 39.453125 \r\nQ 37.109375 38.28125 37.890625 36.515625 \r\nQ 38.671875 34.765625 38.671875 31.25 \r\nQ 38.671875 24.609375 34.171875 20.3125 \r\nQ 29.6875 16.015625 23.046875 16.015625 \r\nQ 21.484375 16.015625 18.9375 16.59375 \r\nQ 16.40625 17.1875 14.84375 17.96875 \r\nQ 13.671875 17.1875 13.28125 16.40625 \r\nQ 12.890625 15.625 12.890625 14.453125 \r\nQ 12.890625 12.5 15.625 11.515625 \r\nQ 18.359375 10.546875 25.390625 10.546875 \r\nQ 36.71875 10.546875 40.8125 7.421875 \r\nQ 44.921875 4.296875 44.921875 -0.390625 \r\nQ 44.921875 -6.640625 38.859375 -9.5625 \r\nQ 32.8125 -12.5 24.609375 -12.5 \r\nQ 14.0625 -12.5 8.984375 -9.765625 \r\nQ 3.90625 -7.03125 3.90625 -2.34375 \r\nQ 3.90625 0 5.859375 2.34375 \r\nQ 7.8125 4.6875 10.9375 6.25 \r\nQ 8.59375 7.421875 7.21875 9.171875 \r\nQ 5.859375 10.9375 5.859375 13.671875 \r\nQ 5.859375 16.015625 7.609375 17.765625 \r\nQ 9.375 19.53125 11.71875 20.703125 \r\nQ 9.765625 22.65625 8.59375 25.390625 \r\nQ 7.421875 28.125 7.421875 31.25 \r\nQ 7.421875 37.890625 11.90625 42.1875 \r\nQ 16.40625 46.484375 23.046875 46.484375 \r\nQ 26.5625 46.484375 29.09375 45.5 \r\nQ 31.640625 44.53125 33.59375 42.578125 \r\nQ 36.71875 44.921875 39.84375 45.890625 \r\nQ 42.96875 46.875 46.484375 46.484375 \r\nz\r\nM 30.859375 31.25 \r\nQ 30.859375 35.15625 28.90625 37.5 \r\nQ 26.953125 39.84375 23.046875 39.84375 \r\nQ 19.140625 39.84375 17.1875 37.5 \r\nQ 15.234375 35.15625 15.234375 31.25 \r\nQ 15.234375 27.34375 17.1875 25 \r\nQ 19.140625 22.65625 23.046875 22.65625 \r\nQ 26.953125 22.65625 28.90625 25 \r\nQ 30.859375 27.34375 30.859375 31.25 \r\nz\r\nM 37.5 -1.171875 \r\nQ 37.5 0.390625 35.734375 1.953125 \r\nQ 33.984375 3.515625 26.953125 3.515625 \r\nQ 25.390625 3.515625 22.65625 3.703125 \r\nQ 19.921875 3.90625 16.40625 4.296875 \r\nQ 13.28125 3.125 12.109375 1.5625 \r\nQ 10.9375 0 10.9375 -1.5625 \r\nQ 10.9375 -3.90625 14.0625 -5.46875 \r\nQ 17.1875 -7.03125 25 -7.03125 \r\nQ 31.640625 -7.03125 34.5625 -5.265625 \r\nQ 37.5 -3.515625 37.5 -1.171875 \r\nz\r\n\" id=\"SimHei-103\"/>\r\n      <path d=\"M 42.96875 3.125 \r\nQ 41.015625 2.34375 38.46875 1.75 \r\nQ 35.9375 1.171875 31.640625 1.171875 \r\nQ 24.609375 1.171875 20.3125 5.078125 \r\nQ 16.015625 8.984375 16.015625 16.015625 \r\nL 16.015625 39.453125 \r\nL 2.734375 39.453125 \r\nL 2.734375 45.703125 \r\nL 16.015625 45.703125 \r\nL 16.015625 60.9375 \r\nL 23.828125 60.9375 \r\nL 23.828125 45.703125 \r\nL 39.84375 45.703125 \r\nL 39.84375 39.453125 \r\nL 23.828125 39.453125 \r\nL 23.828125 15.625 \r\nQ 23.828125 12.5 25.390625 10.34375 \r\nQ 26.953125 8.203125 31.25 8.203125 \r\nQ 35.546875 8.203125 38.28125 8.984375 \r\nQ 41.015625 9.765625 42.96875 10.9375 \r\nz\r\n\" id=\"SimHei-116\"/>\r\n      <path d=\"M 43.75 1.953125 \r\nL 35.9375 1.953125 \r\nL 35.9375 30.078125 \r\nQ 35.9375 34.765625 33.59375 37.5 \r\nQ 31.25 40.234375 27.34375 40.234375 \r\nQ 22.265625 40.234375 17.765625 34.953125 \r\nQ 13.28125 29.6875 13.28125 21.875 \r\nL 13.28125 1.953125 \r\nL 5.46875 1.953125 \r\nL 5.46875 68.75 \r\nL 13.28125 68.75 \r\nL 13.28125 37.5 \r\nQ 16.40625 41.796875 20.109375 44.140625 \r\nQ 23.828125 46.484375 29.6875 46.484375 \r\nQ 36.71875 46.484375 40.234375 42.578125 \r\nQ 43.75 38.671875 43.75 32.8125 \r\nz\r\n\" id=\"SimHei-104\"/>\r\n     </defs>\r\n     <g transform=\"translate(290.325 592.55)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#SimHei-115\"/>\r\n      <use x=\"50\" xlink:href=\"#SimHei-101\"/>\r\n      <use x=\"100\" xlink:href=\"#SimHei-112\"/>\r\n      <use x=\"150\" xlink:href=\"#SimHei-97\"/>\r\n      <use x=\"200\" xlink:href=\"#SimHei-108\"/>\r\n      <use x=\"250\" xlink:href=\"#SimHei-32\"/>\r\n      <use x=\"300\" xlink:href=\"#SimHei-108\"/>\r\n      <use x=\"350\" xlink:href=\"#SimHei-101\"/>\r\n      <use x=\"400\" xlink:href=\"#SimHei-110\"/>\r\n      <use x=\"450\" xlink:href=\"#SimHei-103\"/>\r\n      <use x=\"500\" xlink:href=\"#SimHei-116\"/>\r\n      <use x=\"550\" xlink:href=\"#SimHei-104\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_8\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"m0e2b68ab36\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"41.325\" xlink:href=\"#m0e2b68ab36\" y=\"541.840909\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 2.0 -->\r\n      <defs>\r\n       <path d=\"M 4.6875 3.90625 \r\nQ 5.078125 9.765625 10.15625 14.453125 \r\nQ 15.234375 19.140625 23.046875 29.09375 \r\nQ 30.859375 39.0625 33.203125 44.53125 \r\nQ 35.546875 50 34.953125 53.90625 \r\nQ 34.375 57.8125 31.25 60.34375 \r\nQ 28.125 62.890625 24.015625 62.5 \r\nQ 19.921875 62.109375 16.203125 59.375 \r\nQ 12.5 56.640625 10.546875 51.171875 \r\nL 3.125 52.34375 \r\nQ 6.25 61.328125 11.125 65.421875 \r\nQ 16.015625 69.53125 22.65625 69.921875 \r\nQ 26.5625 70.3125 29.6875 69.71875 \r\nQ 32.8125 69.140625 36.125 66.984375 \r\nQ 39.453125 64.84375 41.59375 60.546875 \r\nQ 43.75 56.25 43.15625 50.1875 \r\nQ 42.578125 44.140625 37.109375 35.734375 \r\nQ 31.640625 27.34375 16.015625 9.375 \r\nL 44.140625 9.375 \r\nL 44.140625 2.34375 \r\nL 4.6875 2.34375 \r\nz\r\n\" id=\"SimHei-50\"/>\r\n      </defs>\r\n      <g transform=\"translate(19.325 545.278409)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"41.325\" xlink:href=\"#m0e2b68ab36\" y=\"438.886364\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 2.5 -->\r\n      <g transform=\"translate(19.325 442.323864)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"41.325\" xlink:href=\"#m0e2b68ab36\" y=\"335.931818\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 3.0 -->\r\n      <defs>\r\n       <path d=\"M 3.90625 19.140625 \r\nL 10.9375 20.3125 \r\nQ 12.5 15.234375 16.015625 11.90625 \r\nQ 19.53125 8.59375 24.796875 8.78125 \r\nQ 30.078125 8.984375 33.203125 13.078125 \r\nQ 36.328125 17.1875 35.9375 22.453125 \r\nQ 35.546875 27.734375 31.828125 30.65625 \r\nQ 28.125 33.59375 19.921875 34.765625 \r\nL 19.921875 39.84375 \r\nQ 28.125 40.625 31.828125 44.140625 \r\nQ 35.546875 47.65625 35.15625 53.3125 \r\nQ 34.765625 58.984375 30.078125 61.515625 \r\nQ 25.390625 64.0625 20.109375 62.109375 \r\nQ 14.84375 60.15625 11.71875 51.171875 \r\nL 4.6875 52.34375 \r\nQ 7.03125 59.375 11.125 64.0625 \r\nQ 15.234375 68.75 22.265625 69.53125 \r\nQ 29.296875 70.3125 34.5625 67.765625 \r\nQ 39.84375 65.234375 41.984375 59.953125 \r\nQ 44.140625 54.6875 42.578125 48.4375 \r\nQ 41.015625 42.1875 33.59375 37.5 \r\nQ 39.0625 35.15625 41.984375 30.46875 \r\nQ 44.921875 25.78125 43.9375 18.15625 \r\nQ 42.96875 10.546875 37.109375 5.859375 \r\nQ 31.25 1.171875 23.828125 1.359375 \r\nQ 16.40625 1.5625 10.9375 6.046875 \r\nQ 5.46875 10.546875 3.90625 19.140625 \r\nz\r\n\" id=\"SimHei-51\"/>\r\n      </defs>\r\n      <g transform=\"translate(19.325 339.369318)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-51\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"41.325\" xlink:href=\"#m0e2b68ab36\" y=\"232.977273\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 3.5 -->\r\n      <g transform=\"translate(19.325 236.414773)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-51\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"41.325\" xlink:href=\"#m0e2b68ab36\" y=\"130.022727\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- 4.0 -->\r\n      <g transform=\"translate(19.325 133.460227)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-52\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"41.325\" xlink:href=\"#m0e2b68ab36\" y=\"27.068182\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- 4.5 -->\r\n      <g transform=\"translate(19.325 30.505682)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-52\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_15\">\r\n     <!-- sepal width -->\r\n     <defs>\r\n      <path d=\"M 48.046875 45.703125 \r\nL 38.28125 1.171875 \r\nL 30.859375 1.171875 \r\nL 24.609375 35.15625 \r\nL 23.828125 35.15625 \r\nL 17.578125 1.171875 \r\nL 10.15625 1.171875 \r\nL 0.390625 45.703125 \r\nL 8.59375 45.703125 \r\nL 13.671875 16.40625 \r\nL 14.453125 16.40625 \r\nL 19.921875 45.703125 \r\nL 28.515625 45.703125 \r\nL 33.984375 16.40625 \r\nL 34.765625 16.40625 \r\nL 39.84375 45.703125 \r\nz\r\n\" id=\"SimHei-119\"/>\r\n      <path d=\"M 28.125 58.203125 \r\nL 20.3125 58.203125 \r\nL 20.3125 68.359375 \r\nL 28.125 68.359375 \r\nz\r\nM 28.125 1.953125 \r\nL 20.3125 1.953125 \r\nL 20.3125 45.703125 \r\nL 28.125 45.703125 \r\nz\r\n\" id=\"SimHei-105\"/>\r\n      <path d=\"M 42.96875 1.953125 \r\nL 35.15625 1.953125 \r\nL 35.15625 7.8125 \r\nQ 32.8125 4.296875 29.6875 2.734375 \r\nQ 26.5625 1.171875 22.265625 1.171875 \r\nQ 14.453125 1.171875 8.984375 6.828125 \r\nQ 3.515625 12.5 3.515625 23.828125 \r\nQ 3.515625 35.15625 8.984375 41.015625 \r\nQ 14.453125 46.875 22.265625 46.875 \r\nQ 26.5625 46.875 29.6875 45.109375 \r\nQ 32.8125 43.359375 35.15625 39.84375 \r\nL 35.15625 68.75 \r\nL 42.96875 68.75 \r\nz\r\nM 35.15625 23.828125 \r\nQ 35.15625 31.25 31.828125 35.546875 \r\nQ 28.515625 39.84375 23.828125 39.84375 \r\nQ 17.96875 39.84375 15.03125 35.546875 \r\nQ 12.109375 31.25 12.109375 23.828125 \r\nQ 12.109375 16.40625 15.03125 12.296875 \r\nQ 17.96875 8.203125 23.828125 8.203125 \r\nQ 28.515625 8.203125 31.828125 12.296875 \r\nQ 35.15625 16.40625 35.15625 23.828125 \r\nz\r\n\" id=\"SimHei-100\"/>\r\n     </defs>\r\n     <g transform=\"translate(14.075 322.25)rotate(-90)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#SimHei-115\"/>\r\n      <use x=\"50\" xlink:href=\"#SimHei-101\"/>\r\n      <use x=\"100\" xlink:href=\"#SimHei-112\"/>\r\n      <use x=\"150\" xlink:href=\"#SimHei-97\"/>\r\n      <use x=\"200\" xlink:href=\"#SimHei-108\"/>\r\n      <use x=\"250\" xlink:href=\"#SimHei-32\"/>\r\n      <use x=\"300\" xlink:href=\"#SimHei-119\"/>\r\n      <use x=\"350\" xlink:href=\"#SimHei-105\"/>\r\n      <use x=\"400\" xlink:href=\"#SimHei-100\"/>\r\n      <use x=\"450\" xlink:href=\"#SimHei-116\"/>\r\n      <use x=\"500\" xlink:href=\"#SimHei-104\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_14\">\r\n    <path clip-path=\"url(#pba748d0aa7)\" d=\"M 66.688636 486.506166 \r\nL 235.779545 363.067125 \r\nL 404.870455 239.628083 \r\nL 573.961364 116.189042 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 41.325 566.55 \r\nL 41.325 22.95 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 599.325 566.55 \r\nL 599.325 22.95 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 41.325 566.55 \r\nL 599.325 566.55 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 41.325 22.95 \r\nL 599.325 22.95 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_16\">\r\n    <!-- 鸢尾花线性数据示例 -->\r\n    <defs>\r\n     <path d=\"M 39.0625 79.6875 \r\nQ 40.234375 76.953125 42.765625 73.046875 \r\nQ 45.3125 69.140625 48.046875 66.796875 \r\nQ 55.078125 67.1875 65.03125 68.546875 \r\nQ 75 69.921875 92.96875 72.65625 \r\nQ 93.75 69.140625 94.53125 66.015625 \r\nQ 89.453125 66.015625 74.40625 64.0625 \r\nQ 59.375 62.109375 53.125 61.71875 \r\nQ 58.203125 58.203125 65.234375 55.46875 \r\nQ 72.265625 52.734375 75.78125 51.5625 \r\nQ 79.296875 50.390625 82.03125 50.1875 \r\nQ 84.765625 50 85.34375 51.5625 \r\nQ 85.9375 53.125 87.5 58.59375 \r\nQ 91.015625 55.46875 95.703125 53.515625 \r\nQ 92.1875 46.09375 89.453125 43.75 \r\nQ 86.71875 41.40625 75.390625 44.53125 \r\nQ 75 37.109375 74.609375 32.03125 \r\nQ 74.21875 26.953125 70.3125 25.578125 \r\nQ 66.40625 24.21875 60.15625 23.4375 \r\nQ 59.765625 26.5625 57.421875 31.25 \r\nQ 65.625 31.25 66.796875 31.828125 \r\nQ 67.96875 32.421875 67.96875 39.84375 \r\nL 26.5625 39.84375 \r\nL 26.5625 20.703125 \r\nL 89.84375 20.703125 \r\nQ 88.671875 12.890625 88.078125 6.828125 \r\nQ 87.5 0.78125 86.328125 -2.921875 \r\nQ 85.15625 -6.640625 81.828125 -7.8125 \r\nQ 78.515625 -8.984375 71.875 -10.15625 \r\nQ 70.3125 -5.078125 67.578125 -1.953125 \r\nQ 78.515625 -1.953125 79.484375 -0.1875 \r\nQ 80.46875 1.5625 81.25 15.234375 \r\nL 18.75 15.234375 \r\nQ 19.140625 20.703125 19.140625 30.078125 \r\nQ 19.140625 39.453125 18.75 45.3125 \r\nL 34.375 45.3125 \r\nQ 35.546875 50 36.328125 54.6875 \r\nQ 40.625 53.90625 46.09375 52.734375 \r\nQ 43.75 49.21875 42.1875 45.3125 \r\nL 73.4375 45.3125 \r\nQ 64.84375 47.65625 57.609375 51.5625 \r\nQ 50.390625 55.46875 43.359375 60.546875 \r\nQ 37.109375 59.765625 28.90625 58.78125 \r\nQ 20.703125 57.8125 5.859375 55.859375 \r\nL 3.90625 62.109375 \r\nQ 11.71875 62.5 20.109375 63.28125 \r\nQ 28.515625 64.0625 39.453125 65.234375 \r\nQ 36.71875 68.75 34.765625 71.09375 \r\nL 30.859375 76.5625 \r\nQ 34.375 77.734375 39.0625 79.6875 \r\nz\r\nM 53.515625 7.8125 \r\nQ 62.109375 7.8125 70.703125 8.203125 \r\nL 70.703125 1.953125 \r\nQ 62.109375 2.34375 53.515625 2.34375 \r\nL 22.65625 2.34375 \r\nQ 14.453125 2.34375 7.03125 1.953125 \r\nL 7.03125 8.203125 \r\nQ 14.453125 7.8125 22.65625 7.8125 \r\nz\r\nM 39.84375 37.5 \r\nQ 45.3125 35.15625 52.734375 30.859375 \r\nQ 50 28.515625 48.4375 25.390625 \r\nQ 43.75 28.90625 35.546875 32.421875 \r\nQ 37.890625 35.15625 39.84375 37.5 \r\nz\r\nM 70.3125 75 \r\nQ 66.796875 72.265625 64.453125 69.921875 \r\nQ 59.375 74.609375 53.90625 77.734375 \r\nQ 57.421875 80.078125 59.765625 82.03125 \r\nQ 64.84375 78.90625 70.3125 75 \r\nz\r\n\" id=\"SimHei-40482\"/>\r\n     <path d=\"M 85.546875 78.125 \r\nQ 85.15625 72.265625 85.15625 66.40625 \r\nQ 85.15625 60.9375 85.546875 55.078125 \r\nL 21.484375 55.078125 \r\nQ 21.875 24.609375 18.546875 10.734375 \r\nQ 15.234375 -3.125 12.109375 -9.765625 \r\nQ 8.59375 -5.859375 3.90625 -4.6875 \r\nQ 9.765625 3.90625 11.71875 18.15625 \r\nQ 13.671875 32.421875 13.859375 49.609375 \r\nQ 14.0625 66.796875 13.28125 78.125 \r\nL 85.546875 78.125 \r\nz\r\nM 82.03125 43.75 \r\nQ 77.34375 43.75 71.671875 42.96875 \r\nQ 66.015625 42.1875 57.8125 41.015625 \r\nL 57.8125 32.421875 \r\nQ 77.734375 34.375 83.984375 35.15625 \r\nL 83.984375 28.125 \r\nQ 66.796875 26.953125 57.8125 25.78125 \r\nL 57.8125 17.96875 \r\nQ 77.734375 19.53125 88.671875 20.703125 \r\nL 88.671875 13.671875 \r\nQ 69.53125 12.5 57.8125 11.328125 \r\nL 57.8125 5.859375 \r\nQ 57.8125 -0.390625 62.109375 -0.390625 \r\nL 80.078125 -0.390625 \r\nQ 85.9375 -0.390625 86.328125 7.8125 \r\nQ 89.453125 6.25 94.53125 5.078125 \r\nQ 92.578125 -6.640625 82.8125 -6.640625 \r\nL 58.984375 -6.640625 \r\nQ 50.390625 -6.640625 50.390625 1.171875 \r\nL 50.390625 10.546875 \r\nQ 32.03125 8.984375 23.828125 7.8125 \r\nL 23.046875 14.84375 \r\nQ 33.203125 15.625 50.390625 16.796875 \r\nL 50.390625 25.390625 \r\nQ 44.140625 25 28.125 23.4375 \r\nL 26.953125 30.46875 \r\nQ 32.03125 30.46875 50.390625 32.03125 \r\nL 50.390625 40.234375 \r\nQ 35.546875 39.0625 27.34375 37.890625 \r\nQ 26.5625 41.40625 25.390625 44.921875 \r\nQ 42.1875 45.703125 56.25 47.65625 \r\nQ 70.3125 49.609375 76.953125 51.5625 \r\nQ 78.515625 48.046875 82.03125 43.75 \r\nz\r\nM 77.734375 61.71875 \r\nL 77.734375 71.875 \r\nL 21.484375 71.875 \r\nL 21.484375 61.71875 \r\nz\r\n\" id=\"SimHei-23614\"/>\r\n     <path d=\"M 61.71875 51.171875 \r\nQ 61.328125 46.484375 61.328125 39.84375 \r\nL 61.328125 28.90625 \r\nQ 65.625 31.25 71.671875 36.90625 \r\nQ 77.734375 42.578125 80.46875 46.875 \r\nQ 83.984375 43.75 89.0625 41.40625 \r\nQ 84.375 38.671875 79.6875 34.171875 \r\nQ 75 29.6875 61.328125 20.3125 \r\nL 61.328125 4.296875 \r\nQ 61.328125 0 66.40625 0 \r\nL 78.515625 0 \r\nQ 82.421875 0 83.984375 1.75 \r\nQ 85.546875 3.515625 86.71875 10.546875 \r\nQ 90.625 7.8125 94.921875 7.03125 \r\nQ 92.1875 -2.34375 89.640625 -4.296875 \r\nQ 87.109375 -6.25 82.03125 -6.25 \r\nL 62.890625 -6.25 \r\nQ 53.90625 -6.25 53.90625 0 \r\nL 53.90625 16.015625 \r\nQ 50 13.671875 40.234375 8.59375 \r\nQ 38.28125 12.109375 34.765625 15.234375 \r\nQ 42.96875 17.578125 53.90625 24.21875 \r\nL 53.90625 39.84375 \r\nQ 53.90625 46.484375 53.515625 51.171875 \r\nL 61.71875 51.171875 \r\nz\r\nM 38.28125 62.890625 \r\nQ 38.28125 58.59375 38.671875 53.90625 \r\nL 30.078125 53.90625 \r\nQ 30.46875 58.59375 30.46875 62.890625 \r\nL 19.53125 62.890625 \r\nQ 12.890625 62.890625 6.25 62.5 \r\nL 6.25 69.53125 \r\nQ 12.890625 69.140625 19.53125 69.140625 \r\nL 30.46875 69.140625 \r\nQ 30.46875 75.390625 30.078125 80.078125 \r\nL 39.0625 80.078125 \r\nQ 38.28125 75.390625 38.28125 69.140625 \r\nL 58.203125 69.140625 \r\nL 58.203125 80.859375 \r\nL 66.40625 80.859375 \r\nQ 66.015625 76.171875 66.015625 69.140625 \r\nL 81.640625 69.140625 \r\nQ 88.671875 69.140625 93.75 69.53125 \r\nL 93.75 62.5 \r\nQ 88.671875 62.890625 81.640625 62.890625 \r\nL 66.015625 62.890625 \r\nQ 66.015625 59.375 66.40625 53.90625 \r\nL 58.203125 53.90625 \r\nL 58.203125 62.890625 \r\nz\r\nM 41.40625 48.046875 \r\nQ 36.71875 44.921875 31.25 39.0625 \r\nL 31.25 5.078125 \r\nQ 31.25 -1.171875 31.640625 -8.984375 \r\nL 23.4375 -8.984375 \r\nQ 23.828125 -1.5625 23.828125 5.078125 \r\nL 23.828125 31.640625 \r\nQ 17.1875 25.390625 9.375 19.921875 \r\nQ 7.421875 23.4375 4.6875 26.5625 \r\nQ 11.328125 30.078125 20.5 38.859375 \r\nQ 29.6875 47.65625 32.03125 52.734375 \r\nQ 35.546875 50 41.40625 48.046875 \r\nz\r\n\" id=\"SimHei-33457\"/>\r\n     <path d=\"M 53.90625 67.1875 \r\nQ 53.90625 73.046875 52.734375 80.078125 \r\nQ 57.8125 79.6875 63.28125 78.90625 \r\nQ 62.109375 76.5625 61.71875 71.28125 \r\nQ 61.328125 66.015625 61.71875 56.25 \r\nL 75 58.59375 \r\nQ 81.640625 60.15625 88.28125 62.109375 \r\nL 89.84375 54.6875 \r\nQ 83.203125 53.90625 76.171875 52.734375 \r\nL 62.109375 50 \r\nQ 62.109375 43.75 62.890625 39.0625 \r\nL 78.125 41.796875 \r\nQ 85.9375 43.359375 92.96875 45.703125 \r\nL 94.140625 38.28125 \r\nQ 87.109375 37.109375 79.296875 35.546875 \r\nL 64.0625 32.8125 \r\nQ 64.84375 25 67.96875 18.359375 \r\nQ 71.484375 21.09375 74.796875 24.609375 \r\nQ 78.125 28.125 80.859375 32.421875 \r\nQ 86.71875 27.734375 89.84375 26.171875 \r\nQ 84.765625 23.828125 81.828125 20.890625 \r\nQ 78.90625 17.96875 72.265625 11.71875 \r\nQ 76.953125 3.90625 80.65625 1.75 \r\nQ 84.375 -0.390625 85.9375 1.5625 \r\nQ 87.5 3.515625 88.671875 9.765625 \r\nQ 92.1875 7.03125 96.875 5.46875 \r\nQ 90.234375 -11.71875 82.421875 -8.390625 \r\nQ 74.609375 -5.078125 66.015625 7.03125 \r\nQ 60.546875 2.734375 55.265625 -0.96875 \r\nQ 50 -4.6875 42.1875 -8.59375 \r\nQ 40.234375 -4.6875 36.328125 -1.5625 \r\nQ 44.140625 1.171875 49.609375 4.296875 \r\nQ 55.078125 7.421875 62.109375 13.28125 \r\nQ 58.59375 21.09375 57.03125 31.640625 \r\nQ 45.3125 29.6875 40.625 28.125 \r\nL 39.453125 35.546875 \r\nQ 44.140625 35.546875 55.46875 37.890625 \r\nQ 54.6875 44.140625 54.6875 48.4375 \r\nQ 44.140625 46.09375 40.234375 44.921875 \r\nL 38.671875 52.34375 \r\nQ 42.578125 52.34375 53.90625 54.6875 \r\nz\r\nM 30.46875 76.171875 \r\nQ 26.5625 72.65625 22.84375 66.203125 \r\nQ 19.140625 59.765625 12.890625 50.390625 \r\nQ 22.265625 50.78125 25.78125 50.78125 \r\nQ 29.296875 56.640625 32.03125 63.671875 \r\nQ 35.9375 60.9375 40.625 59.375 \r\nQ 36.71875 55.46875 32.609375 48.828125 \r\nQ 28.515625 42.1875 18.359375 26.171875 \r\nQ 28.90625 26.953125 37.109375 27.734375 \r\nQ 35.9375 23.828125 35.9375 21.09375 \r\nQ 33.203125 21.09375 23.828125 20.109375 \r\nQ 14.453125 19.140625 8.59375 17.578125 \r\nQ 8.203125 21.484375 6.25 25.78125 \r\nQ 10.9375 26.953125 14.84375 32.03125 \r\nQ 18.75 37.109375 23.046875 44.921875 \r\nQ 10.15625 44.140625 6.640625 41.796875 \r\nQ 5.46875 46.09375 3.125 50.390625 \r\nQ 8.203125 53.90625 12.890625 61.90625 \r\nQ 17.578125 69.921875 21.484375 80.46875 \r\nQ 25.390625 77.734375 30.46875 76.171875 \r\nz\r\nM 40.234375 13.671875 \r\nQ 39.84375 9.375 40.234375 7.03125 \r\nQ 30.46875 5.078125 22.65625 3.125 \r\nQ 14.84375 1.171875 8.203125 -1.171875 \r\nQ 7.03125 3.125 3.90625 7.421875 \r\nQ 14.84375 8.59375 20.703125 9.5625 \r\nQ 26.5625 10.546875 40.234375 13.671875 \r\nz\r\nM 75.78125 62.890625 \r\nQ 73.046875 67.1875 68.359375 73.046875 \r\nL 74.609375 76.171875 \r\nQ 76.171875 74.21875 82.421875 66.796875 \r\nQ 78.515625 65.234375 75.78125 62.890625 \r\nz\r\n\" id=\"SimHei-32447\"/>\r\n     <path d=\"M 53.90625 70.703125 \r\nQ 51.953125 63.671875 51.171875 58.59375 \r\nL 63.28125 58.59375 \r\nL 63.28125 66.796875 \r\nQ 63.28125 73.4375 62.890625 79.6875 \r\nL 71.09375 79.6875 \r\nQ 70.703125 73.4375 70.703125 66.796875 \r\nL 70.703125 58.59375 \r\nL 78.515625 58.59375 \r\nQ 83.59375 58.59375 90.625 58.984375 \r\nL 90.625 51.5625 \r\nQ 83.59375 51.953125 78.515625 51.953125 \r\nL 70.703125 51.953125 \r\nL 70.703125 31.25 \r\nL 77.734375 31.25 \r\nQ 83.59375 31.25 89.453125 31.640625 \r\nL 89.453125 24.21875 \r\nQ 83.59375 24.609375 77.734375 24.609375 \r\nL 70.703125 24.609375 \r\nL 70.703125 0.390625 \r\nL 81.25 0.390625 \r\nQ 87.890625 0.390625 94.140625 0.78125 \r\nL 94.140625 -6.25 \r\nQ 87.890625 -5.859375 81.25 -5.859375 \r\nL 51.171875 -5.859375 \r\nQ 44.140625 -5.859375 37.5 -6.25 \r\nL 37.5 0.78125 \r\nQ 44.140625 0.390625 50.78125 0.390625 \r\nL 63.28125 0.390625 \r\nL 63.28125 24.609375 \r\nL 56.640625 24.609375 \r\nQ 51.5625 24.609375 44.921875 24.21875 \r\nL 44.921875 31.640625 \r\nQ 50 31.25 56.640625 31.25 \r\nL 63.28125 31.25 \r\nL 63.28125 51.953125 \r\nL 49.609375 51.953125 \r\nQ 48.4375 46.09375 43.359375 34.765625 \r\nQ 39.0625 37.109375 36.328125 37.5 \r\nQ 41.796875 48.828125 43.359375 57.03125 \r\nQ 44.921875 65.234375 46.09375 72.65625 \r\nQ 50 71.484375 53.90625 70.703125 \r\nz\r\nM 26.5625 80.46875 \r\nQ 26.171875 72.65625 26.171875 65.234375 \r\nL 26.171875 6.640625 \r\nQ 26.171875 -1.5625 26.5625 -9.765625 \r\nL 18.359375 -9.765625 \r\nQ 18.75 -1.5625 18.75 6.640625 \r\nL 18.75 65.234375 \r\nQ 18.75 73.4375 18.359375 80.46875 \r\nL 26.5625 80.46875 \r\nz\r\nM 15.234375 58.203125 \r\nQ 12.890625 41.796875 10.9375 33.59375 \r\nQ 7.03125 34.375 3.90625 35.15625 \r\nQ 6.640625 45.3125 8.203125 59.375 \r\nQ 11.328125 58.984375 15.234375 58.203125 \r\nz\r\nM 33.203125 62.890625 \r\nQ 36.328125 56.640625 39.453125 46.875 \r\nQ 35.9375 45.703125 33.203125 44.140625 \r\nQ 30.46875 52.734375 27.34375 60.15625 \r\nQ 30.46875 61.71875 33.203125 62.890625 \r\nz\r\n\" id=\"SimHei-24615\"/>\r\n     <path d=\"M 70.703125 76.953125 \r\nQ 69.921875 75 68.75 71.671875 \r\nQ 67.578125 68.359375 65.234375 59.765625 \r\nL 83.203125 59.765625 \r\nQ 87.109375 59.765625 92.578125 60.15625 \r\nL 92.578125 53.125 \r\nQ 88.28125 53.515625 85.9375 53.515625 \r\nQ 85.9375 47.265625 83.78125 33.78125 \r\nQ 81.640625 20.3125 76.171875 10.546875 \r\nQ 80.078125 5.859375 84.953125 2.140625 \r\nQ 89.84375 -1.5625 94.140625 -3.125 \r\nQ 89.453125 -6.640625 87.890625 -9.765625 \r\nQ 83.203125 -7.03125 79.296875 -3.515625 \r\nQ 75.390625 0 71.484375 5.078125 \r\nQ 67.1875 0.390625 62.296875 -2.921875 \r\nQ 57.421875 -6.25 50 -10.15625 \r\nQ 48.046875 -6.640625 44.53125 -4.6875 \r\nQ 50.390625 -2.34375 57.03125 1.953125 \r\nQ 63.671875 6.25 67.1875 10.546875 \r\nQ 64.453125 16.015625 61.90625 22.265625 \r\nQ 59.375 28.515625 57.421875 38.671875 \r\nQ 56.25 35.546875 53.515625 30.46875 \r\nQ 50.78125 32.03125 46.875 33.59375 \r\nQ 53.125 44.53125 57.03125 57.421875 \r\nQ 60.9375 70.3125 62.109375 79.6875 \r\nQ 66.796875 77.734375 70.703125 76.953125 \r\nz\r\nM 32.8125 35.15625 \r\nQ 31.25 33.59375 29.296875 30.078125 \r\nL 50.78125 30.078125 \r\nQ 48.4375 20.3125 42.578125 10.546875 \r\nQ 48.828125 8.203125 52.34375 6.25 \r\nQ 50.390625 3.515625 48.828125 0.390625 \r\nQ 45.3125 2.734375 38.28125 5.078125 \r\nQ 30.46875 -3.515625 11.328125 -10.15625 \r\nQ 9.375 -5.859375 6.25 -4.296875 \r\nQ 24.609375 0 31.25 7.421875 \r\nQ 20.3125 10.15625 13.28125 12.109375 \r\nQ 15.625 15.625 19.53125 23.828125 \r\nQ 15.625 23.828125 6.640625 23.4375 \r\nL 6.640625 30.46875 \r\nQ 14.0625 30.078125 21.875 30.078125 \r\nQ 23.4375 33.59375 24.21875 37.890625 \r\nQ 28.515625 36.328125 32.8125 35.15625 \r\nz\r\nM 27.734375 61.71875 \r\nQ 27.734375 71.09375 27.34375 79.6875 \r\nL 35.15625 79.6875 \r\nQ 34.765625 71.484375 34.765625 61.71875 \r\nQ 48.046875 61.71875 53.515625 62.109375 \r\nL 53.515625 55.078125 \r\nQ 48.046875 55.46875 34.765625 55.46875 \r\nQ 34.765625 44.140625 35.15625 37.890625 \r\nL 27.34375 37.890625 \r\nQ 27.734375 43.359375 27.734375 51.5625 \r\nQ 25.78125 48.4375 20.3125 43.546875 \r\nQ 14.84375 38.671875 10.15625 35.9375 \r\nQ 8.203125 39.453125 4.296875 41.015625 \r\nQ 7.8125 42.1875 13.671875 46.484375 \r\nQ 19.53125 50.78125 22.65625 55.46875 \r\nQ 14.84375 55.46875 7.8125 55.078125 \r\nL 7.8125 62.109375 \r\nQ 14.453125 61.71875 27.734375 61.71875 \r\nz\r\nM 62.109375 49.609375 \r\nQ 65.625 26.5625 71.875 17.578125 \r\nQ 75.78125 26.5625 77.140625 35.734375 \r\nQ 78.515625 44.921875 78.90625 53.515625 \r\nL 63.671875 53.515625 \r\nL 62.109375 49.609375 \r\nz\r\nM 22.65625 15.625 \r\nQ 27.34375 14.453125 35.546875 12.5 \r\nQ 38.671875 16.40625 41.40625 23.828125 \r\nL 26.953125 23.828125 \r\nQ 25 19.921875 22.65625 15.625 \r\nz\r\nM 51.953125 75.390625 \r\nQ 50 72.265625 48.828125 69.53125 \r\nQ 47.65625 66.796875 45.703125 62.890625 \r\nQ 42.578125 64.453125 39.453125 65.234375 \r\nQ 42.578125 70.3125 45.3125 78.125 \r\nQ 49.21875 76.171875 51.953125 75.390625 \r\nz\r\nM 40.234375 52.734375 \r\nQ 45.3125 47.65625 50 42.578125 \r\nQ 47.65625 40.625 44.921875 37.890625 \r\nQ 39.453125 44.53125 35.9375 48.4375 \r\nQ 38.28125 50.390625 40.234375 52.734375 \r\nz\r\nM 14.453125 78.125 \r\nQ 19.921875 72.65625 23.4375 67.1875 \r\nL 17.578125 63.671875 \r\nQ 14.84375 69.140625 9.375 73.828125 \r\nQ 12.890625 76.171875 14.453125 78.125 \r\nz\r\n\" id=\"SimHei-25968\"/>\r\n     <path d=\"M 89.84375 74.609375 \r\nQ 89.453125 71.09375 89.453125 66.015625 \r\nL 89.453125 60.9375 \r\nQ 89.453125 53.90625 89.84375 50.78125 \r\nL 48.4375 50.78125 \r\nL 48.4375 39.0625 \r\nL 66.40625 39.0625 \r\nQ 66.40625 42.578125 66.015625 49.609375 \r\nL 73.4375 49.609375 \r\nQ 73.046875 43.359375 73.046875 39.0625 \r\nL 83.59375 39.0625 \r\nQ 90.625 39.0625 95.3125 39.453125 \r\nL 95.3125 32.421875 \r\nQ 90.625 32.8125 83.984375 32.8125 \r\nL 73.046875 32.8125 \r\nL 73.046875 22.265625 \r\nL 90.234375 22.265625 \r\nQ 89.84375 14.84375 89.84375 12.5 \r\nL 89.84375 2.734375 \r\nQ 89.84375 -3.515625 90.234375 -8.984375 \r\nL 83.203125 -8.984375 \r\nL 83.203125 -3.515625 \r\nL 57.421875 -3.515625 \r\nL 57.421875 -9.375 \r\nL 50.390625 -9.375 \r\nQ 50.78125 -5.078125 50.78125 1.5625 \r\nL 50.78125 12.890625 \r\nQ 50.78125 16.796875 50.390625 22.265625 \r\nL 66.40625 22.265625 \r\nL 66.40625 32.8125 \r\nL 48.046875 32.8125 \r\nQ 47.65625 21.484375 45.109375 11.515625 \r\nQ 42.578125 1.5625 37.890625 -7.421875 \r\nQ 34.375 -5.078125 30.46875 -3.90625 \r\nQ 35.15625 2.34375 37.296875 9.375 \r\nQ 39.453125 16.40625 40.625 24.40625 \r\nQ 41.796875 32.421875 41.796875 41.015625 \r\nL 41.796875 55.859375 \r\nQ 41.796875 62.109375 41.40625 74.609375 \r\nL 89.84375 74.609375 \r\nz\r\nM 19.921875 69.140625 \r\nQ 19.921875 74.609375 19.53125 79.296875 \r\nL 27.34375 79.296875 \r\nQ 26.953125 75 26.953125 69.140625 \r\nL 26.953125 58.984375 \r\nQ 30.859375 58.984375 39.0625 59.375 \r\nL 39.0625 52.734375 \r\nQ 30.859375 53.125 26.953125 53.125 \r\nL 26.953125 38.28125 \r\nQ 32.03125 41.015625 37.5 44.53125 \r\nQ 37.890625 41.40625 39.453125 38.671875 \r\nQ 32.03125 34.375 26.953125 31.25 \r\nL 26.953125 2.734375 \r\nQ 26.953125 -4.6875 23.234375 -6.25 \r\nQ 19.53125 -7.8125 12.109375 -8.984375 \r\nQ 11.328125 -5.078125 9.375 -0.78125 \r\nQ 16.015625 -0.78125 17.96875 -0.1875 \r\nQ 19.921875 0.390625 19.921875 5.078125 \r\nL 19.921875 28.125 \r\nQ 14.0625 25 8.203125 20.703125 \r\nQ 7.03125 23.828125 4.296875 28.125 \r\nQ 12.109375 30.859375 19.921875 35.15625 \r\nL 19.921875 53.125 \r\nQ 12.5 53.125 5.46875 52.734375 \r\nL 5.46875 59.375 \r\nQ 12.5 58.984375 19.921875 58.984375 \r\nz\r\nM 82.8125 56.640625 \r\nL 82.8125 68.75 \r\nL 48.4375 68.75 \r\nL 48.4375 56.640625 \r\nz\r\nM 83.203125 2.34375 \r\nL 83.203125 16.796875 \r\nL 57.421875 16.796875 \r\nL 57.421875 2.34375 \r\nz\r\n\" id=\"SimHei-25454\"/>\r\n     <path d=\"M 80.859375 47.65625 \r\nQ 85.9375 47.65625 93.359375 48.046875 \r\nL 93.359375 40.234375 \r\nQ 85.9375 41.015625 80.46875 41.015625 \r\nL 54.6875 41.015625 \r\nL 54.6875 -1.171875 \r\nQ 54.6875 -5.46875 50.1875 -7.609375 \r\nQ 45.703125 -9.765625 37.890625 -10.546875 \r\nQ 37.5 -6.640625 33.984375 -1.5625 \r\nQ 41.015625 -1.953125 44.140625 -1.359375 \r\nQ 47.265625 -0.78125 47.265625 2.734375 \r\nL 47.265625 41.015625 \r\nL 21.875 41.015625 \r\nQ 14.0625 41.015625 7.8125 40.625 \r\nL 7.8125 48.046875 \r\nQ 14.453125 47.65625 21.875 47.65625 \r\nz\r\nM 69.140625 74.609375 \r\nQ 74.609375 74.609375 81.640625 75 \r\nL 81.640625 67.578125 \r\nQ 74.609375 67.96875 69.140625 67.96875 \r\nL 33.203125 67.96875 \r\nQ 25 67.96875 18.75 67.578125 \r\nL 18.75 75 \r\nQ 25 74.609375 33.203125 74.609375 \r\nz\r\nM 34.765625 28.515625 \r\nQ 30.46875 21.875 25.78125 14.0625 \r\nQ 21.09375 6.25 15.234375 -1.953125 \r\nQ 12.109375 1.171875 7.8125 2.34375 \r\nQ 14.0625 9.375 18.75 16.984375 \r\nQ 23.4375 24.609375 26.953125 32.421875 \r\nQ 30.859375 30.078125 34.765625 28.515625 \r\nz\r\nM 70.3125 31.640625 \r\nQ 85.15625 14.453125 92.578125 4.296875 \r\nQ 88.28125 1.953125 85.546875 -0.390625 \r\nQ 79.6875 8.59375 64.453125 27.34375 \r\nQ 67.578125 28.90625 70.3125 31.640625 \r\nz\r\n\" id=\"SimHei-31034\"/>\r\n     <path d=\"M 53.90625 73.828125 \r\nQ 59.765625 73.828125 64.0625 74.21875 \r\nL 64.0625 67.1875 \r\nQ 59.765625 67.578125 54.6875 67.578125 \r\nL 49.21875 67.578125 \r\nQ 48.828125 62.890625 47.265625 52.34375 \r\nL 63.28125 52.34375 \r\nQ 62.5 32.03125 56.4375 16.40625 \r\nQ 50.390625 0.78125 35.9375 -9.375 \r\nQ 34.375 -6.25 29.6875 -2.34375 \r\nQ 42.96875 3.90625 50 20.703125 \r\nQ 46.484375 23.828125 39.84375 28.125 \r\nQ 42.1875 31.25 44.140625 33.984375 \r\nQ 50 29.296875 52.34375 27.734375 \r\nQ 54.6875 35.15625 55.859375 46.09375 \r\nL 45.703125 46.09375 \r\nQ 43.75 37.890625 34.765625 24.609375 \r\nQ 31.640625 27.734375 27.734375 30.078125 \r\nQ 33.203125 35.546875 37.109375 44.328125 \r\nQ 41.015625 53.125 41.796875 67.578125 \r\nQ 35.9375 67.578125 33.59375 67.1875 \r\nL 33.59375 74.21875 \r\nQ 37.5 73.828125 43.75 73.828125 \r\nz\r\nM 32.03125 77.734375 \r\nQ 29.296875 74.609375 24.21875 60.15625 \r\nL 24.21875 7.421875 \r\nQ 24.21875 -0.390625 24.609375 -9.375 \r\nL 16.796875 -9.375 \r\nQ 17.1875 -1.171875 17.1875 6.640625 \r\nL 17.1875 46.875 \r\nQ 14.84375 42.1875 10.15625 35.15625 \r\nQ 8.59375 37.109375 3.125 41.015625 \r\nQ 8.203125 45.703125 14.640625 58.78125 \r\nQ 21.09375 71.875 22.65625 81.25 \r\nQ 25.78125 79.296875 32.03125 77.734375 \r\nz\r\nM 92.96875 79.296875 \r\nQ 92.1875 74.609375 92.1875 67.1875 \r\nL 92.1875 3.90625 \r\nQ 92.1875 -4.296875 89.0625 -6.25 \r\nQ 85.9375 -8.203125 75.78125 -8.984375 \r\nQ 75.390625 -4.6875 72.65625 0.78125 \r\nQ 80.859375 0 82.8125 0.390625 \r\nQ 84.765625 0.78125 85.15625 4.6875 \r\nL 85.15625 66.796875 \r\nQ 85.15625 74.21875 84.375 79.296875 \r\nL 92.96875 79.296875 \r\nz\r\nM 76.953125 66.015625 \r\nQ 76.171875 60.546875 76.171875 50.78125 \r\nL 76.171875 28.125 \r\nQ 76.171875 18.75 76.5625 14.453125 \r\nL 68.359375 14.453125 \r\nQ 69.140625 18.75 69.140625 27.734375 \r\nL 69.140625 51.171875 \r\nQ 68.75 60.15625 68.359375 66.015625 \r\nL 76.953125 66.015625 \r\nz\r\n\" id=\"SimHei-20363\"/>\r\n    </defs>\r\n    <g transform=\"translate(266.325 16.95)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#SimHei-40482\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-23614\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-33457\"/>\r\n     <use x=\"300\" xlink:href=\"#SimHei-32447\"/>\r\n     <use x=\"400\" xlink:href=\"#SimHei-24615\"/>\r\n     <use x=\"500\" xlink:href=\"#SimHei-25968\"/>\r\n     <use x=\"600\" xlink:href=\"#SimHei-25454\"/>\r\n     <use x=\"700\" xlink:href=\"#SimHei-31034\"/>\r\n     <use x=\"800\" xlink:href=\"#SimHei-20363\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"legend_1\">\r\n    <g id=\"patch_7\">\r\n     <path d=\"M 485.325 57.45 \r\nL 592.325 57.45 \r\nQ 594.325 57.45 594.325 55.45 \r\nL 594.325 29.95 \r\nQ 594.325 27.95 592.325 27.95 \r\nL 485.325 27.95 \r\nQ 483.325 27.95 483.325 29.95 \r\nL 483.325 55.45 \r\nQ 483.325 57.45 485.325 57.45 \r\nz\r\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n    </g>\r\n    <g id=\"PathCollection_3\">\r\n     <g>\r\n      <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"497.325\" xlink:href=\"#me86044b89e\" y=\"36.325\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_17\">\r\n     <!-- Iris-setosa -->\r\n     <defs>\r\n      <path d=\"M 28.90625 1.953125 \r\nL 19.921875 1.953125 \r\nL 19.921875 68.75 \r\nL 28.90625 68.75 \r\nz\r\n\" id=\"SimHei-73\"/>\r\n      <path d=\"M 39.0625 37.890625 \r\nQ 31.640625 39.0625 26.5625 35.734375 \r\nQ 21.484375 32.421875 17.96875 24.21875 \r\nL 17.96875 1.953125 \r\nL 10.15625 1.953125 \r\nL 10.15625 45.703125 \r\nL 17.96875 45.703125 \r\nL 17.96875 34.375 \r\nQ 21.484375 40.625 26.75 43.546875 \r\nQ 32.03125 46.484375 39.0625 46.484375 \r\nz\r\n\" id=\"SimHei-114\"/>\r\n      <path d=\"M 46.484375 33.203125 \r\nL 1.953125 33.203125 \r\nL 1.953125 39.453125 \r\nL 46.484375 39.453125 \r\nz\r\n\" id=\"SimHei-45\"/>\r\n      <path d=\"M 45.703125 23.828125 \r\nQ 45.703125 13.671875 39.453125 7.421875 \r\nQ 33.203125 1.171875 24.609375 1.171875 \r\nQ 16.015625 1.171875 9.765625 7.421875 \r\nQ 3.515625 13.671875 3.515625 23.828125 \r\nQ 3.515625 33.984375 9.765625 40.234375 \r\nQ 16.015625 46.484375 24.609375 46.484375 \r\nQ 33.203125 46.484375 39.453125 40.234375 \r\nQ 45.703125 33.984375 45.703125 23.828125 \r\nz\r\nM 37.109375 23.828125 \r\nQ 37.109375 31.640625 33.203125 35.546875 \r\nQ 29.296875 39.453125 24.609375 39.453125 \r\nQ 19.921875 39.453125 16.015625 35.546875 \r\nQ 12.109375 31.640625 12.109375 23.828125 \r\nQ 12.109375 16.015625 16.015625 12.109375 \r\nQ 19.921875 8.203125 24.609375 8.203125 \r\nQ 29.296875 8.203125 33.203125 12.109375 \r\nQ 37.109375 16.015625 37.109375 23.828125 \r\nz\r\n\" id=\"SimHei-111\"/>\r\n     </defs>\r\n     <g transform=\"translate(515.325 38.95)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#SimHei-73\"/>\r\n      <use x=\"50\" xlink:href=\"#SimHei-114\"/>\r\n      <use x=\"100\" xlink:href=\"#SimHei-105\"/>\r\n      <use x=\"150\" xlink:href=\"#SimHei-115\"/>\r\n      <use x=\"200\" xlink:href=\"#SimHei-45\"/>\r\n      <use x=\"250\" xlink:href=\"#SimHei-115\"/>\r\n      <use x=\"300\" xlink:href=\"#SimHei-101\"/>\r\n      <use x=\"350\" xlink:href=\"#SimHei-116\"/>\r\n      <use x=\"400\" xlink:href=\"#SimHei-111\"/>\r\n      <use x=\"450\" xlink:href=\"#SimHei-115\"/>\r\n      <use x=\"500\" xlink:href=\"#SimHei-97\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"PathCollection_4\">\r\n     <g>\r\n      <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"497.325\" xlink:href=\"#m50ab6b1d66\" y=\"49.575\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_18\">\r\n     <!-- Iris-versicolor -->\r\n     <defs>\r\n      <path d=\"M 44.921875 45.703125 \r\nL 28.515625 1.171875 \r\nL 19.921875 1.171875 \r\nL 3.515625 45.703125 \r\nL 11.71875 45.703125 \r\nL 23.828125 11.71875 \r\nL 24.609375 11.71875 \r\nL 36.71875 45.703125 \r\nz\r\n\" id=\"SimHei-118\"/>\r\n      <path d=\"M 44.53125 19.53125 \r\nQ 44.53125 11.328125 38.859375 6.25 \r\nQ 33.203125 1.171875 24.609375 1.171875 \r\nQ 16.015625 1.171875 9.765625 7.21875 \r\nQ 3.515625 13.28125 3.515625 23.828125 \r\nQ 3.515625 34.375 9.765625 40.421875 \r\nQ 16.015625 46.484375 24.609375 46.484375 \r\nQ 33.203125 46.484375 38.28125 41.984375 \r\nQ 43.359375 37.5 43.359375 31.25 \r\nL 34.765625 31.25 \r\nQ 34.375 35.9375 31.4375 37.6875 \r\nQ 28.515625 39.453125 24.609375 39.453125 \r\nQ 19.921875 39.453125 16.015625 35.734375 \r\nQ 12.109375 32.03125 12.109375 23.828125 \r\nQ 12.109375 15.625 16.015625 11.90625 \r\nQ 19.921875 8.203125 24.609375 8.203125 \r\nQ 29.6875 8.203125 32.8125 10.9375 \r\nQ 35.9375 13.671875 35.9375 19.53125 \r\nz\r\n\" id=\"SimHei-99\"/>\r\n     </defs>\r\n     <g transform=\"translate(515.325 52.2)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#SimHei-73\"/>\r\n      <use x=\"50\" xlink:href=\"#SimHei-114\"/>\r\n      <use x=\"100\" xlink:href=\"#SimHei-105\"/>\r\n      <use x=\"150\" xlink:href=\"#SimHei-115\"/>\r\n      <use x=\"200\" xlink:href=\"#SimHei-45\"/>\r\n      <use x=\"250\" xlink:href=\"#SimHei-118\"/>\r\n      <use x=\"300\" xlink:href=\"#SimHei-101\"/>\r\n      <use x=\"350\" xlink:href=\"#SimHei-114\"/>\r\n      <use x=\"400\" xlink:href=\"#SimHei-115\"/>\r\n      <use x=\"450\" xlink:href=\"#SimHei-105\"/>\r\n      <use x=\"500\" xlink:href=\"#SimHei-99\"/>\r\n      <use x=\"550\" xlink:href=\"#SimHei-111\"/>\r\n      <use x=\"600\" xlink:href=\"#SimHei-108\"/>\r\n      <use x=\"650\" xlink:href=\"#SimHei-111\"/>\r\n      <use x=\"700\" xlink:href=\"#SimHei-114\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"pba748d0aa7\">\r\n   <rect height=\"543.6\" width=\"558\" x=\"41.325\" y=\"22.95\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# 画布大小\n",
    "plt.figure(figsize=(10,10))\n",
    "\n",
    "# 中文标题\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.title('鸢尾花线性数据示例')\n",
    "\n",
    "plt.scatter(data[:50, 0], data[:50, 1], c='b', label='Iris-setosa',)\n",
    "plt.scatter(data[50:100, 0], data[50:100, 1], c='orange', label='Iris-versicolor')\n",
    "\n",
    "# 画感知机的线\n",
    "x_ponits = np.arange(4, 8)\n",
    "y_ = -(clf.coef_[0][0]*x_ponits + clf.intercept_)/clf.coef_[0][1]\n",
    "plt.plot(x_ponits, y_)\n",
    "\n",
    "# 其他部分\n",
    "plt.legend()  # 显示图例\n",
    "plt.grid(False)  # 不显示网格\n",
    "plt.xlabel('sepal length')\n",
    "plt.ylabel('sepal width')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**注意 !**\n",
    "\n",
    "在上图中，有一个位于左下角的蓝点没有被正确分类，这是因为 SKlearn 的 Perceptron 实例中有一个`tol`参数。\n",
    "\n",
    "`tol` 参数规定了如果本次迭代的损失和上次迭代的损失之差小于一个特定值时，停止迭代。所以我们需要设置 `tol=None` 使之可以继续迭代："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "<matplotlib.legend.Legend at 0x16b5c36b088>"
     },
     "metadata": {},
     "execution_count": 19
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x720 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"601pt\" version=\"1.1\" viewBox=\"0 0 606.525 601\" width=\"606.525pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <defs>\r\n  <style type=\"text/css\">\r\n*{stroke-linecap:butt;stroke-linejoin:round;}\r\n  </style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 601 \r\nL 606.525 601 \r\nL 606.525 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 41.325 566.55 \r\nL 599.325 566.55 \r\nL 599.325 22.95 \r\nL 41.325 22.95 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"PathCollection_1\">\r\n    <defs>\r\n     <path d=\"M 0 3 \r\nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \r\nC 2.683901 1.55874 3 0.795609 3 0 \r\nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \r\nC 1.55874 -2.683901 0.795609 -3 0 -3 \r\nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \r\nC -2.683901 -1.55874 -3 -0.795609 -3 0 \r\nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \r\nC -1.55874 2.683901 -0.795609 3 0 3 \r\nz\r\n\" id=\"m908026aa0a\" style=\"stroke:#0000ff;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#p1e9a6f0b13)\">\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"252.688636\" xlink:href=\"#m908026aa0a\" y=\"224.590317\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"218.870455\" xlink:href=\"#m908026aa0a\" y=\"322.885442\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"185.052273\" xlink:href=\"#m908026aa0a\" y=\"283.567392\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"168.143182\" xlink:href=\"#m908026aa0a\" y=\"303.226417\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"235.779545\" xlink:href=\"#m908026aa0a\" y=\"204.931292\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"303.415909\" xlink:href=\"#m908026aa0a\" y=\"145.954216\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"168.143182\" xlink:href=\"#m908026aa0a\" y=\"244.249342\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"235.779545\" xlink:href=\"#m908026aa0a\" y=\"244.249342\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"134.325\" xlink:href=\"#m908026aa0a\" y=\"342.544467\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"218.870455\" xlink:href=\"#m908026aa0a\" y=\"303.226417\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"303.415909\" xlink:href=\"#m908026aa0a\" y=\"185.272266\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"201.961364\" xlink:href=\"#m908026aa0a\" y=\"244.249342\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"201.961364\" xlink:href=\"#m908026aa0a\" y=\"322.885442\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"117.415909\" xlink:href=\"#m908026aa0a\" y=\"322.885442\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"371.052273\" xlink:href=\"#m908026aa0a\" y=\"126.295191\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"354.143182\" xlink:href=\"#m908026aa0a\" y=\"47.659091\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"303.415909\" xlink:href=\"#m908026aa0a\" y=\"145.954216\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"252.688636\" xlink:href=\"#m908026aa0a\" y=\"224.590317\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"354.143182\" xlink:href=\"#m908026aa0a\" y=\"165.613241\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"252.688636\" xlink:href=\"#m908026aa0a\" y=\"165.613241\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"303.415909\" xlink:href=\"#m908026aa0a\" y=\"244.249342\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"252.688636\" xlink:href=\"#m908026aa0a\" y=\"185.272266\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"168.143182\" xlink:href=\"#m908026aa0a\" y=\"204.931292\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"252.688636\" xlink:href=\"#m908026aa0a\" y=\"263.908367\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"201.961364\" xlink:href=\"#m908026aa0a\" y=\"244.249342\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"235.779545\" xlink:href=\"#m908026aa0a\" y=\"322.885442\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"235.779545\" xlink:href=\"#m908026aa0a\" y=\"244.249342\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"269.597727\" xlink:href=\"#m908026aa0a\" y=\"224.590317\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"269.597727\" xlink:href=\"#m908026aa0a\" y=\"244.249342\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"185.052273\" xlink:href=\"#m908026aa0a\" y=\"283.567392\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"201.961364\" xlink:href=\"#m908026aa0a\" y=\"303.226417\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"303.415909\" xlink:href=\"#m908026aa0a\" y=\"244.249342\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"269.597727\" xlink:href=\"#m908026aa0a\" y=\"106.636166\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"320.325\" xlink:href=\"#m908026aa0a\" y=\"86.977141\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"218.870455\" xlink:href=\"#m908026aa0a\" y=\"303.226417\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"235.779545\" xlink:href=\"#m908026aa0a\" y=\"283.567392\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"320.325\" xlink:href=\"#m908026aa0a\" y=\"224.590317\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"218.870455\" xlink:href=\"#m908026aa0a\" y=\"204.931292\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"134.325\" xlink:href=\"#m908026aa0a\" y=\"322.885442\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"252.688636\" xlink:href=\"#m908026aa0a\" y=\"244.249342\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"235.779545\" xlink:href=\"#m908026aa0a\" y=\"224.590317\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"151.234091\" xlink:href=\"#m908026aa0a\" y=\"460.498618\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"134.325\" xlink:href=\"#m908026aa0a\" y=\"283.567392\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"235.779545\" xlink:href=\"#m908026aa0a\" y=\"224.590317\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"252.688636\" xlink:href=\"#m908026aa0a\" y=\"165.613241\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"201.961364\" xlink:href=\"#m908026aa0a\" y=\"322.885442\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"252.688636\" xlink:href=\"#m908026aa0a\" y=\"165.613241\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"168.143182\" xlink:href=\"#m908026aa0a\" y=\"283.567392\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"286.506818\" xlink:href=\"#m908026aa0a\" y=\"185.272266\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"235.779545\" xlink:href=\"#m908026aa0a\" y=\"263.908367\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"PathCollection_2\">\r\n    <defs>\r\n     <path d=\"M 0 3 \r\nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \r\nC 2.683901 1.55874 3 0.795609 3 0 \r\nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \r\nC 1.55874 -2.683901 0.795609 -3 0 -3 \r\nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \r\nC -2.683901 -1.55874 -3 -0.795609 -3 0 \r\nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \r\nC -1.55874 2.683901 -0.795609 3 0 3 \r\nz\r\n\" id=\"m827a92cc38\" style=\"stroke:#ffa500;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#p1e9a6f0b13)\">\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"573.961364\" xlink:href=\"#m827a92cc38\" y=\"283.567392\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"472.506818\" xlink:href=\"#m827a92cc38\" y=\"283.567392\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"557.052273\" xlink:href=\"#m827a92cc38\" y=\"303.226417\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"320.325\" xlink:href=\"#m827a92cc38\" y=\"460.498618\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"489.415909\" xlink:href=\"#m827a92cc38\" y=\"362.203492\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"354.143182\" xlink:href=\"#m827a92cc38\" y=\"362.203492\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"455.597727\" xlink:href=\"#m827a92cc38\" y=\"263.908367\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"218.870455\" xlink:href=\"#m827a92cc38\" y=\"440.839593\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"506.325\" xlink:href=\"#m827a92cc38\" y=\"342.544467\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"269.597727\" xlink:href=\"#m827a92cc38\" y=\"381.862517\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"235.779545\" xlink:href=\"#m827a92cc38\" y=\"519.475693\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"387.961364\" xlink:href=\"#m827a92cc38\" y=\"322.885442\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"404.870455\" xlink:href=\"#m827a92cc38\" y=\"480.157643\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"421.779545\" xlink:href=\"#m827a92cc38\" y=\"342.544467\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"337.234091\" xlink:href=\"#m827a92cc38\" y=\"342.544467\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"523.234091\" xlink:href=\"#m827a92cc38\" y=\"303.226417\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"337.234091\" xlink:href=\"#m827a92cc38\" y=\"322.885442\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"371.052273\" xlink:href=\"#m827a92cc38\" y=\"381.862517\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"438.688636\" xlink:href=\"#m827a92cc38\" y=\"480.157643\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"337.234091\" xlink:href=\"#m827a92cc38\" y=\"421.180567\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"387.961364\" xlink:href=\"#m827a92cc38\" y=\"283.567392\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"421.779545\" xlink:href=\"#m827a92cc38\" y=\"362.203492\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"455.597727\" xlink:href=\"#m827a92cc38\" y=\"421.180567\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"421.779545\" xlink:href=\"#m827a92cc38\" y=\"362.203492\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"472.506818\" xlink:href=\"#m827a92cc38\" y=\"342.544467\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"506.325\" xlink:href=\"#m827a92cc38\" y=\"322.885442\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"540.143182\" xlink:href=\"#m827a92cc38\" y=\"362.203492\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"523.234091\" xlink:href=\"#m827a92cc38\" y=\"322.885442\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"404.870455\" xlink:href=\"#m827a92cc38\" y=\"342.544467\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"354.143182\" xlink:href=\"#m827a92cc38\" y=\"401.521542\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"320.325\" xlink:href=\"#m827a92cc38\" y=\"440.839593\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"320.325\" xlink:href=\"#m827a92cc38\" y=\"440.839593\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"371.052273\" xlink:href=\"#m827a92cc38\" y=\"381.862517\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"404.870455\" xlink:href=\"#m827a92cc38\" y=\"381.862517\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"303.415909\" xlink:href=\"#m827a92cc38\" y=\"322.885442\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"404.870455\" xlink:href=\"#m827a92cc38\" y=\"244.249342\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"523.234091\" xlink:href=\"#m827a92cc38\" y=\"303.226417\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"455.597727\" xlink:href=\"#m827a92cc38\" y=\"460.498618\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"337.234091\" xlink:href=\"#m827a92cc38\" y=\"322.885442\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"320.325\" xlink:href=\"#m827a92cc38\" y=\"421.180567\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"320.325\" xlink:href=\"#m827a92cc38\" y=\"401.521542\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"421.779545\" xlink:href=\"#m827a92cc38\" y=\"322.885442\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"371.052273\" xlink:href=\"#m827a92cc38\" y=\"401.521542\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"235.779545\" xlink:href=\"#m827a92cc38\" y=\"460.498618\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"337.234091\" xlink:href=\"#m827a92cc38\" y=\"381.862517\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"354.143182\" xlink:href=\"#m827a92cc38\" y=\"322.885442\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"354.143182\" xlink:href=\"#m827a92cc38\" y=\"342.544467\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"438.688636\" xlink:href=\"#m827a92cc38\" y=\"342.544467\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"252.688636\" xlink:href=\"#m827a92cc38\" y=\"421.180567\"/>\r\n     <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"354.143182\" xlink:href=\"#m827a92cc38\" y=\"362.203492\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"m962632588e\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"66.688636\" xlink:href=\"#m962632588e\" y=\"566.55\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 4.0 -->\r\n      <defs>\r\n       <path d=\"M 31.25 17.1875 \r\nL 1.171875 17.1875 \r\nL 1.171875 23.828125 \r\nL 32.8125 69.53125 \r\nL 38.671875 69.53125 \r\nL 38.671875 23.828125 \r\nL 48.046875 23.828125 \r\nL 48.046875 17.1875 \r\nL 38.671875 17.1875 \r\nL 38.671875 2.34375 \r\nL 31.25 2.34375 \r\nz\r\nM 31.25 23.828125 \r\nL 31.25 54.6875 \r\nL 9.375 23.828125 \r\nz\r\n\" id=\"SimHei-52\"/>\r\n       <path d=\"M 16.796875 1.953125 \r\nL 7.8125 1.953125 \r\nL 7.8125 10.546875 \r\nL 16.796875 10.546875 \r\nz\r\n\" id=\"SimHei-46\"/>\r\n       <path d=\"M 3.125 29.296875 \r\nQ 3.90625 50 6.4375 56.046875 \r\nQ 8.984375 62.109375 13.671875 66.015625 \r\nQ 18.359375 69.921875 25.1875 69.921875 \r\nQ 32.03125 69.921875 37.109375 64.25 \r\nQ 42.1875 58.59375 43.75 50 \r\nQ 45.3125 41.40625 44.71875 30.265625 \r\nQ 44.140625 19.140625 40.8125 12.109375 \r\nQ 37.5 5.078125 30.859375 2.34375 \r\nQ 24.21875 -0.390625 17.578125 2.921875 \r\nQ 10.9375 6.25 8.203125 11.71875 \r\nQ 5.46875 17.1875 4.296875 23.234375 \r\nQ 3.125 29.296875 3.90625 50 \r\nz\r\nM 12.890625 52.734375 \r\nQ 10.546875 31.25 12.5 22.84375 \r\nQ 14.453125 14.453125 18.9375 10.9375 \r\nQ 23.4375 7.421875 28.125 9.5625 \r\nQ 32.8125 11.71875 34.953125 18.15625 \r\nQ 37.109375 24.609375 37.109375 32.21875 \r\nQ 37.109375 39.84375 36.515625 46.09375 \r\nQ 35.9375 52.34375 33 57.421875 \r\nQ 30.078125 62.5 25.1875 62.6875 \r\nQ 20.3125 62.890625 16.59375 57.8125 \r\nQ 12.890625 52.734375 10.546875 31.25 \r\nz\r\n\" id=\"SimHei-48\"/>\r\n      </defs>\r\n      <g transform=\"translate(59.188636 580.425)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-52\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"151.234091\" xlink:href=\"#m962632588e\" y=\"566.55\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 4.5 -->\r\n      <defs>\r\n       <path d=\"M 8.59375 20.703125 \r\nQ 11.328125 10.15625 17.96875 8.984375 \r\nQ 24.609375 7.8125 28.703125 10.34375 \r\nQ 32.8125 12.890625 34.5625 16.984375 \r\nQ 36.328125 21.09375 36.125 26.171875 \r\nQ 35.9375 31.25 33.390625 34.765625 \r\nQ 30.859375 38.28125 26.953125 39.453125 \r\nQ 23.046875 40.625 18.15625 39.453125 \r\nQ 13.28125 38.28125 10.15625 33.984375 \r\nL 3.515625 34.765625 \r\nQ 4.296875 37.109375 10.9375 68.359375 \r\nL 41.796875 68.359375 \r\nL 41.796875 61.328125 \r\nL 16.796875 61.328125 \r\nQ 14.84375 50.78125 12.890625 44.53125 \r\nQ 18.75 47.265625 23.828125 47.0625 \r\nQ 28.90625 46.875 33.59375 44.71875 \r\nQ 38.28125 42.578125 40.421875 38.859375 \r\nQ 42.578125 35.15625 43.546875 31.4375 \r\nQ 44.53125 27.734375 44.328125 23.4375 \r\nQ 44.140625 19.140625 42.578125 14.640625 \r\nQ 41.015625 10.15625 37.890625 7.21875 \r\nQ 34.765625 4.296875 30.265625 2.53125 \r\nQ 25.78125 0.78125 19.921875 1.171875 \r\nQ 14.0625 1.5625 8.78125 5.46875 \r\nQ 3.515625 9.375 1.5625 18.75 \r\nz\r\n\" id=\"SimHei-53\"/>\r\n      </defs>\r\n      <g transform=\"translate(143.734091 580.425)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-52\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"235.779545\" xlink:href=\"#m962632588e\" y=\"566.55\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 5.0 -->\r\n      <g transform=\"translate(228.279545 580.425)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-53\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"320.325\" xlink:href=\"#m962632588e\" y=\"566.55\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 5.5 -->\r\n      <g transform=\"translate(312.825 580.425)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-53\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"404.870455\" xlink:href=\"#m962632588e\" y=\"566.55\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 6.0 -->\r\n      <defs>\r\n       <path d=\"M 3.515625 19.53125 \r\nQ 4.296875 30.859375 6.046875 34.765625 \r\nQ 7.8125 38.671875 11.328125 44.53125 \r\nL 27.34375 69.53125 \r\nL 36.328125 69.53125 \r\nL 19.921875 43.75 \r\nQ 30.46875 46.484375 36.71875 42.96875 \r\nQ 42.96875 39.453125 45.109375 34.953125 \r\nQ 47.265625 30.46875 47.453125 25.1875 \r\nQ 47.65625 19.921875 45.890625 14.84375 \r\nQ 44.140625 9.765625 39.640625 5.65625 \r\nQ 35.15625 1.5625 27.140625 1.171875 \r\nQ 19.140625 0.78125 13.46875 4.09375 \r\nQ 7.8125 7.421875 5.65625 13.46875 \r\nQ 3.515625 19.53125 4.296875 30.859375 \r\nz\r\nM 12.5 16.015625 \r\nQ 19.53125 8.59375 25.390625 8.203125 \r\nQ 31.25 7.8125 35.15625 12.109375 \r\nQ 39.0625 16.40625 39.0625 24.609375 \r\nQ 39.0625 32.8125 34.171875 35.9375 \r\nQ 29.296875 39.0625 23.234375 38.28125 \r\nQ 17.1875 37.5 14.453125 32.421875 \r\nQ 11.71875 27.34375 12.109375 21.671875 \r\nQ 12.5 16.015625 19.53125 8.59375 \r\nz\r\n\" id=\"SimHei-54\"/>\r\n      </defs>\r\n      <g transform=\"translate(397.370455 580.425)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-54\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"489.415909\" xlink:href=\"#m962632588e\" y=\"566.55\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 6.5 -->\r\n      <g transform=\"translate(481.915909 580.425)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-54\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"573.961364\" xlink:href=\"#m962632588e\" y=\"566.55\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 7.0 -->\r\n      <defs>\r\n       <path d=\"M 13.28125 2.34375 \r\nQ 20.3125 32.03125 37.890625 61.328125 \r\nL 4.296875 61.328125 \r\nL 4.296875 68.359375 \r\nL 46.09375 68.359375 \r\nL 46.09375 61.71875 \r\nQ 27.734375 32.03125 21.875 2.34375 \r\nL 13.28125 2.34375 \r\nz\r\n\" id=\"SimHei-55\"/>\r\n      </defs>\r\n      <g transform=\"translate(566.461364 580.425)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-55\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_8\">\r\n     <!-- sepal length -->\r\n     <defs>\r\n      <path d=\"M 42.96875 14.0625 \r\nQ 42.96875 7.8125 38.078125 4.484375 \r\nQ 33.203125 1.171875 25.78125 1.171875 \r\nQ 16.40625 1.171875 11.328125 4.875 \r\nQ 6.25 8.59375 6.25 15.625 \r\nL 14.0625 15.625 \r\nQ 14.0625 10.9375 17.375 9.375 \r\nQ 20.703125 7.8125 25.390625 7.8125 \r\nQ 30.078125 7.8125 32.421875 9.5625 \r\nQ 34.765625 11.328125 34.765625 14.0625 \r\nQ 34.765625 16.015625 32.8125 17.96875 \r\nQ 30.859375 19.921875 23.046875 21.09375 \r\nQ 14.0625 22.265625 10.734375 25.578125 \r\nQ 7.421875 28.90625 7.421875 34.375 \r\nQ 7.421875 39.0625 11.90625 42.765625 \r\nQ 16.40625 46.484375 25 46.484375 \r\nQ 32.8125 46.484375 37.296875 42.96875 \r\nQ 41.796875 39.453125 41.796875 33.59375 \r\nL 33.984375 33.59375 \r\nQ 33.984375 37.109375 31.4375 38.46875 \r\nQ 28.90625 39.84375 25 39.84375 \r\nQ 19.921875 39.84375 17.765625 38.078125 \r\nQ 15.625 36.328125 15.625 33.984375 \r\nQ 15.625 31.25 17.578125 29.6875 \r\nQ 19.53125 28.125 25.78125 27.34375 \r\nQ 35.9375 25.78125 39.453125 22.453125 \r\nQ 42.96875 19.140625 42.96875 14.0625 \r\nz\r\n\" id=\"SimHei-115\"/>\r\n      <path d=\"M 44.53125 16.796875 \r\nQ 43.75 9.765625 38.28125 5.46875 \r\nQ 32.8125 1.171875 25.390625 1.171875 \r\nQ 16.015625 1.171875 9.953125 7.21875 \r\nQ 3.90625 13.28125 3.90625 23.828125 \r\nQ 3.90625 34.375 9.953125 40.421875 \r\nQ 16.015625 46.484375 25.390625 46.484375 \r\nQ 33.59375 46.484375 38.859375 41.203125 \r\nQ 44.140625 35.9375 44.140625 23.828125 \r\nL 12.5 23.828125 \r\nQ 12.5 15.234375 16.203125 11.71875 \r\nQ 19.921875 8.203125 25.390625 8.203125 \r\nQ 29.6875 8.203125 32.421875 10.34375 \r\nQ 35.15625 12.5 35.9375 16.796875 \r\nz\r\nM 35.15625 30.078125 \r\nQ 34.375 35.546875 31.640625 37.6875 \r\nQ 28.90625 39.84375 24.609375 39.84375 \r\nQ 20.703125 39.84375 17.578125 37.6875 \r\nQ 14.453125 35.546875 12.890625 30.078125 \r\nz\r\n\" id=\"SimHei-101\"/>\r\n      <path d=\"M 44.140625 23.828125 \r\nQ 44.140625 12.5 38.671875 6.640625 \r\nQ 33.203125 0.78125 25.390625 0.78125 \r\nQ 21.09375 0.78125 17.96875 2.53125 \r\nQ 14.84375 4.296875 12.5 7.8125 \r\nL 12.5 -12.5 \r\nL 4.6875 -12.5 \r\nL 4.6875 45.703125 \r\nL 12.5 45.703125 \r\nL 12.5 39.84375 \r\nQ 14.84375 43.359375 17.96875 44.921875 \r\nQ 21.09375 46.484375 25.390625 46.484375 \r\nQ 33.203125 46.484375 38.671875 40.8125 \r\nQ 44.140625 35.15625 44.140625 23.828125 \r\nz\r\nM 35.546875 23.828125 \r\nQ 35.546875 31.25 32.609375 35.34375 \r\nQ 29.6875 39.453125 23.828125 39.453125 \r\nQ 19.140625 39.453125 15.8125 35.34375 \r\nQ 12.5 31.25 12.5 23.828125 \r\nQ 12.5 16.40625 15.8125 12.109375 \r\nQ 19.140625 7.8125 23.828125 7.8125 \r\nQ 29.6875 7.8125 32.609375 12.109375 \r\nQ 35.546875 16.40625 35.546875 23.828125 \r\nz\r\n\" id=\"SimHei-112\"/>\r\n      <path d=\"M 44.921875 1.953125 \r\nL 35.546875 1.953125 \r\nQ 34.765625 2.734375 34.375 4.09375 \r\nQ 33.984375 5.46875 33.984375 7.421875 \r\nQ 31.25 4.296875 27.34375 2.734375 \r\nQ 23.4375 1.171875 19.140625 1.171875 \r\nQ 12.890625 1.171875 8.59375 4.296875 \r\nQ 4.296875 7.421875 4.296875 13.28125 \r\nQ 4.296875 19.140625 8.203125 22.65625 \r\nQ 12.109375 26.171875 20.3125 27.34375 \r\nQ 25.78125 28.125 29.875 29.296875 \r\nQ 33.984375 30.46875 33.984375 32.421875 \r\nQ 33.984375 34.765625 32.21875 37.109375 \r\nQ 30.46875 39.453125 24.609375 39.453125 \r\nQ 19.921875 39.453125 17.765625 37.6875 \r\nQ 15.625 35.9375 14.84375 32.8125 \r\nL 6.25 32.8125 \r\nQ 7.03125 39.0625 11.90625 42.765625 \r\nQ 16.796875 46.484375 24.609375 46.484375 \r\nQ 33.203125 46.484375 37.5 42.578125 \r\nQ 41.796875 38.671875 41.796875 31.640625 \r\nL 41.796875 10.15625 \r\nQ 41.796875 7.8125 42.578125 5.859375 \r\nQ 43.359375 3.90625 44.921875 1.953125 \r\nz\r\nM 33.984375 16.40625 \r\nL 33.984375 24.21875 \r\nQ 31.640625 23.4375 29.484375 22.84375 \r\nQ 27.34375 22.265625 22.265625 21.484375 \r\nQ 16.40625 20.703125 14.640625 18.75 \r\nQ 12.890625 16.796875 12.890625 14.0625 \r\nQ 12.890625 11.71875 14.640625 9.953125 \r\nQ 16.40625 8.203125 19.921875 8.203125 \r\nQ 23.4375 8.203125 27.53125 10.15625 \r\nQ 31.640625 12.109375 33.984375 16.40625 \r\nz\r\n\" id=\"SimHei-97\"/>\r\n      <path d=\"M 28.515625 1.953125 \r\nL 20.703125 1.953125 \r\nL 20.703125 68.75 \r\nL 28.515625 68.75 \r\nz\r\n\" id=\"SimHei-108\"/>\r\n      <path id=\"SimHei-32\"/>\r\n      <path d=\"M 43.75 1.953125 \r\nL 35.9375 1.953125 \r\nL 35.9375 30.078125 \r\nQ 35.9375 34.765625 33.59375 37.5 \r\nQ 31.25 40.234375 27.34375 40.234375 \r\nQ 22.265625 40.234375 17.765625 34.953125 \r\nQ 13.28125 29.6875 13.28125 21.875 \r\nL 13.28125 1.953125 \r\nL 5.46875 1.953125 \r\nL 5.46875 45.703125 \r\nL 13.28125 45.703125 \r\nL 13.28125 37.5 \r\nQ 16.40625 41.796875 20.109375 44.140625 \r\nQ 23.828125 46.484375 29.6875 46.484375 \r\nQ 36.71875 46.484375 40.234375 42.578125 \r\nQ 43.75 38.671875 43.75 32.8125 \r\nz\r\n\" id=\"SimHei-110\"/>\r\n      <path d=\"M 46.484375 39.0625 \r\nQ 43.75 39.84375 41.203125 40.03125 \r\nQ 38.671875 40.234375 35.9375 39.453125 \r\nQ 37.109375 38.28125 37.890625 36.515625 \r\nQ 38.671875 34.765625 38.671875 31.25 \r\nQ 38.671875 24.609375 34.171875 20.3125 \r\nQ 29.6875 16.015625 23.046875 16.015625 \r\nQ 21.484375 16.015625 18.9375 16.59375 \r\nQ 16.40625 17.1875 14.84375 17.96875 \r\nQ 13.671875 17.1875 13.28125 16.40625 \r\nQ 12.890625 15.625 12.890625 14.453125 \r\nQ 12.890625 12.5 15.625 11.515625 \r\nQ 18.359375 10.546875 25.390625 10.546875 \r\nQ 36.71875 10.546875 40.8125 7.421875 \r\nQ 44.921875 4.296875 44.921875 -0.390625 \r\nQ 44.921875 -6.640625 38.859375 -9.5625 \r\nQ 32.8125 -12.5 24.609375 -12.5 \r\nQ 14.0625 -12.5 8.984375 -9.765625 \r\nQ 3.90625 -7.03125 3.90625 -2.34375 \r\nQ 3.90625 0 5.859375 2.34375 \r\nQ 7.8125 4.6875 10.9375 6.25 \r\nQ 8.59375 7.421875 7.21875 9.171875 \r\nQ 5.859375 10.9375 5.859375 13.671875 \r\nQ 5.859375 16.015625 7.609375 17.765625 \r\nQ 9.375 19.53125 11.71875 20.703125 \r\nQ 9.765625 22.65625 8.59375 25.390625 \r\nQ 7.421875 28.125 7.421875 31.25 \r\nQ 7.421875 37.890625 11.90625 42.1875 \r\nQ 16.40625 46.484375 23.046875 46.484375 \r\nQ 26.5625 46.484375 29.09375 45.5 \r\nQ 31.640625 44.53125 33.59375 42.578125 \r\nQ 36.71875 44.921875 39.84375 45.890625 \r\nQ 42.96875 46.875 46.484375 46.484375 \r\nz\r\nM 30.859375 31.25 \r\nQ 30.859375 35.15625 28.90625 37.5 \r\nQ 26.953125 39.84375 23.046875 39.84375 \r\nQ 19.140625 39.84375 17.1875 37.5 \r\nQ 15.234375 35.15625 15.234375 31.25 \r\nQ 15.234375 27.34375 17.1875 25 \r\nQ 19.140625 22.65625 23.046875 22.65625 \r\nQ 26.953125 22.65625 28.90625 25 \r\nQ 30.859375 27.34375 30.859375 31.25 \r\nz\r\nM 37.5 -1.171875 \r\nQ 37.5 0.390625 35.734375 1.953125 \r\nQ 33.984375 3.515625 26.953125 3.515625 \r\nQ 25.390625 3.515625 22.65625 3.703125 \r\nQ 19.921875 3.90625 16.40625 4.296875 \r\nQ 13.28125 3.125 12.109375 1.5625 \r\nQ 10.9375 0 10.9375 -1.5625 \r\nQ 10.9375 -3.90625 14.0625 -5.46875 \r\nQ 17.1875 -7.03125 25 -7.03125 \r\nQ 31.640625 -7.03125 34.5625 -5.265625 \r\nQ 37.5 -3.515625 37.5 -1.171875 \r\nz\r\n\" id=\"SimHei-103\"/>\r\n      <path d=\"M 42.96875 3.125 \r\nQ 41.015625 2.34375 38.46875 1.75 \r\nQ 35.9375 1.171875 31.640625 1.171875 \r\nQ 24.609375 1.171875 20.3125 5.078125 \r\nQ 16.015625 8.984375 16.015625 16.015625 \r\nL 16.015625 39.453125 \r\nL 2.734375 39.453125 \r\nL 2.734375 45.703125 \r\nL 16.015625 45.703125 \r\nL 16.015625 60.9375 \r\nL 23.828125 60.9375 \r\nL 23.828125 45.703125 \r\nL 39.84375 45.703125 \r\nL 39.84375 39.453125 \r\nL 23.828125 39.453125 \r\nL 23.828125 15.625 \r\nQ 23.828125 12.5 25.390625 10.34375 \r\nQ 26.953125 8.203125 31.25 8.203125 \r\nQ 35.546875 8.203125 38.28125 8.984375 \r\nQ 41.015625 9.765625 42.96875 10.9375 \r\nz\r\n\" id=\"SimHei-116\"/>\r\n      <path d=\"M 43.75 1.953125 \r\nL 35.9375 1.953125 \r\nL 35.9375 30.078125 \r\nQ 35.9375 34.765625 33.59375 37.5 \r\nQ 31.25 40.234375 27.34375 40.234375 \r\nQ 22.265625 40.234375 17.765625 34.953125 \r\nQ 13.28125 29.6875 13.28125 21.875 \r\nL 13.28125 1.953125 \r\nL 5.46875 1.953125 \r\nL 5.46875 68.75 \r\nL 13.28125 68.75 \r\nL 13.28125 37.5 \r\nQ 16.40625 41.796875 20.109375 44.140625 \r\nQ 23.828125 46.484375 29.6875 46.484375 \r\nQ 36.71875 46.484375 40.234375 42.578125 \r\nQ 43.75 38.671875 43.75 32.8125 \r\nz\r\n\" id=\"SimHei-104\"/>\r\n     </defs>\r\n     <g transform=\"translate(290.325 592.55)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#SimHei-115\"/>\r\n      <use x=\"50\" xlink:href=\"#SimHei-101\"/>\r\n      <use x=\"100\" xlink:href=\"#SimHei-112\"/>\r\n      <use x=\"150\" xlink:href=\"#SimHei-97\"/>\r\n      <use x=\"200\" xlink:href=\"#SimHei-108\"/>\r\n      <use x=\"250\" xlink:href=\"#SimHei-32\"/>\r\n      <use x=\"300\" xlink:href=\"#SimHei-108\"/>\r\n      <use x=\"350\" xlink:href=\"#SimHei-101\"/>\r\n      <use x=\"400\" xlink:href=\"#SimHei-110\"/>\r\n      <use x=\"450\" xlink:href=\"#SimHei-103\"/>\r\n      <use x=\"500\" xlink:href=\"#SimHei-116\"/>\r\n      <use x=\"550\" xlink:href=\"#SimHei-104\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_8\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"m9ea1361a56\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"41.325\" xlink:href=\"#m9ea1361a56\" y=\"519.475693\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 2.0 -->\r\n      <defs>\r\n       <path d=\"M 4.6875 3.90625 \r\nQ 5.078125 9.765625 10.15625 14.453125 \r\nQ 15.234375 19.140625 23.046875 29.09375 \r\nQ 30.859375 39.0625 33.203125 44.53125 \r\nQ 35.546875 50 34.953125 53.90625 \r\nQ 34.375 57.8125 31.25 60.34375 \r\nQ 28.125 62.890625 24.015625 62.5 \r\nQ 19.921875 62.109375 16.203125 59.375 \r\nQ 12.5 56.640625 10.546875 51.171875 \r\nL 3.125 52.34375 \r\nQ 6.25 61.328125 11.125 65.421875 \r\nQ 16.015625 69.53125 22.65625 69.921875 \r\nQ 26.5625 70.3125 29.6875 69.71875 \r\nQ 32.8125 69.140625 36.125 66.984375 \r\nQ 39.453125 64.84375 41.59375 60.546875 \r\nQ 43.75 56.25 43.15625 50.1875 \r\nQ 42.578125 44.140625 37.109375 35.734375 \r\nQ 31.640625 27.34375 16.015625 9.375 \r\nL 44.140625 9.375 \r\nL 44.140625 2.34375 \r\nL 4.6875 2.34375 \r\nz\r\n\" id=\"SimHei-50\"/>\r\n      </defs>\r\n      <g transform=\"translate(19.325 522.913193)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"41.325\" xlink:href=\"#m9ea1361a56\" y=\"421.180567\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 2.5 -->\r\n      <g transform=\"translate(19.325 424.618067)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-50\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"41.325\" xlink:href=\"#m9ea1361a56\" y=\"322.885442\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 3.0 -->\r\n      <defs>\r\n       <path d=\"M 3.90625 19.140625 \r\nL 10.9375 20.3125 \r\nQ 12.5 15.234375 16.015625 11.90625 \r\nQ 19.53125 8.59375 24.796875 8.78125 \r\nQ 30.078125 8.984375 33.203125 13.078125 \r\nQ 36.328125 17.1875 35.9375 22.453125 \r\nQ 35.546875 27.734375 31.828125 30.65625 \r\nQ 28.125 33.59375 19.921875 34.765625 \r\nL 19.921875 39.84375 \r\nQ 28.125 40.625 31.828125 44.140625 \r\nQ 35.546875 47.65625 35.15625 53.3125 \r\nQ 34.765625 58.984375 30.078125 61.515625 \r\nQ 25.390625 64.0625 20.109375 62.109375 \r\nQ 14.84375 60.15625 11.71875 51.171875 \r\nL 4.6875 52.34375 \r\nQ 7.03125 59.375 11.125 64.0625 \r\nQ 15.234375 68.75 22.265625 69.53125 \r\nQ 29.296875 70.3125 34.5625 67.765625 \r\nQ 39.84375 65.234375 41.984375 59.953125 \r\nQ 44.140625 54.6875 42.578125 48.4375 \r\nQ 41.015625 42.1875 33.59375 37.5 \r\nQ 39.0625 35.15625 41.984375 30.46875 \r\nQ 44.921875 25.78125 43.9375 18.15625 \r\nQ 42.96875 10.546875 37.109375 5.859375 \r\nQ 31.25 1.171875 23.828125 1.359375 \r\nQ 16.40625 1.5625 10.9375 6.046875 \r\nQ 5.46875 10.546875 3.90625 19.140625 \r\nz\r\n\" id=\"SimHei-51\"/>\r\n      </defs>\r\n      <g transform=\"translate(19.325 326.322942)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-51\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"41.325\" xlink:href=\"#m9ea1361a56\" y=\"224.590317\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 3.5 -->\r\n      <g transform=\"translate(19.325 228.027817)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-51\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"41.325\" xlink:href=\"#m9ea1361a56\" y=\"126.295191\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- 4.0 -->\r\n      <g transform=\"translate(19.325 129.732691)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-52\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"41.325\" xlink:href=\"#m9ea1361a56\" y=\"28.000066\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- 4.5 -->\r\n      <g transform=\"translate(19.325 31.437566)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#SimHei-52\"/>\r\n       <use x=\"50\" xlink:href=\"#SimHei-46\"/>\r\n       <use x=\"100\" xlink:href=\"#SimHei-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_15\">\r\n     <!-- sepal width -->\r\n     <defs>\r\n      <path d=\"M 48.046875 45.703125 \r\nL 38.28125 1.171875 \r\nL 30.859375 1.171875 \r\nL 24.609375 35.15625 \r\nL 23.828125 35.15625 \r\nL 17.578125 1.171875 \r\nL 10.15625 1.171875 \r\nL 0.390625 45.703125 \r\nL 8.59375 45.703125 \r\nL 13.671875 16.40625 \r\nL 14.453125 16.40625 \r\nL 19.921875 45.703125 \r\nL 28.515625 45.703125 \r\nL 33.984375 16.40625 \r\nL 34.765625 16.40625 \r\nL 39.84375 45.703125 \r\nz\r\n\" id=\"SimHei-119\"/>\r\n      <path d=\"M 28.125 58.203125 \r\nL 20.3125 58.203125 \r\nL 20.3125 68.359375 \r\nL 28.125 68.359375 \r\nz\r\nM 28.125 1.953125 \r\nL 20.3125 1.953125 \r\nL 20.3125 45.703125 \r\nL 28.125 45.703125 \r\nz\r\n\" id=\"SimHei-105\"/>\r\n      <path d=\"M 42.96875 1.953125 \r\nL 35.15625 1.953125 \r\nL 35.15625 7.8125 \r\nQ 32.8125 4.296875 29.6875 2.734375 \r\nQ 26.5625 1.171875 22.265625 1.171875 \r\nQ 14.453125 1.171875 8.984375 6.828125 \r\nQ 3.515625 12.5 3.515625 23.828125 \r\nQ 3.515625 35.15625 8.984375 41.015625 \r\nQ 14.453125 46.875 22.265625 46.875 \r\nQ 26.5625 46.875 29.6875 45.109375 \r\nQ 32.8125 43.359375 35.15625 39.84375 \r\nL 35.15625 68.75 \r\nL 42.96875 68.75 \r\nz\r\nM 35.15625 23.828125 \r\nQ 35.15625 31.25 31.828125 35.546875 \r\nQ 28.515625 39.84375 23.828125 39.84375 \r\nQ 17.96875 39.84375 15.03125 35.546875 \r\nQ 12.109375 31.25 12.109375 23.828125 \r\nQ 12.109375 16.40625 15.03125 12.296875 \r\nQ 17.96875 8.203125 23.828125 8.203125 \r\nQ 28.515625 8.203125 31.828125 12.296875 \r\nQ 35.15625 16.40625 35.15625 23.828125 \r\nz\r\n\" id=\"SimHei-100\"/>\r\n     </defs>\r\n     <g transform=\"translate(14.075 322.25)rotate(-90)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#SimHei-115\"/>\r\n      <use x=\"50\" xlink:href=\"#SimHei-101\"/>\r\n      <use x=\"100\" xlink:href=\"#SimHei-112\"/>\r\n      <use x=\"150\" xlink:href=\"#SimHei-97\"/>\r\n      <use x=\"200\" xlink:href=\"#SimHei-108\"/>\r\n      <use x=\"250\" xlink:href=\"#SimHei-32\"/>\r\n      <use x=\"300\" xlink:href=\"#SimHei-119\"/>\r\n      <use x=\"350\" xlink:href=\"#SimHei-105\"/>\r\n      <use x=\"400\" xlink:href=\"#SimHei-100\"/>\r\n      <use x=\"450\" xlink:href=\"#SimHei-116\"/>\r\n      <use x=\"500\" xlink:href=\"#SimHei-104\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_14\">\r\n    <path clip-path=\"url(#p1e9a6f0b13)\" d=\"M 66.688636 541.840909 \r\nL 235.779545 383.71883 \r\nL 404.870455 225.596751 \r\nL 573.961364 67.474673 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 41.325 566.55 \r\nL 41.325 22.95 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 599.325 566.55 \r\nL 599.325 22.95 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 41.325 566.55 \r\nL 599.325 566.55 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 41.325 22.95 \r\nL 599.325 22.95 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_16\">\r\n    <!-- 鸢尾花线性数据示例 -->\r\n    <defs>\r\n     <path d=\"M 39.0625 79.6875 \r\nQ 40.234375 76.953125 42.765625 73.046875 \r\nQ 45.3125 69.140625 48.046875 66.796875 \r\nQ 55.078125 67.1875 65.03125 68.546875 \r\nQ 75 69.921875 92.96875 72.65625 \r\nQ 93.75 69.140625 94.53125 66.015625 \r\nQ 89.453125 66.015625 74.40625 64.0625 \r\nQ 59.375 62.109375 53.125 61.71875 \r\nQ 58.203125 58.203125 65.234375 55.46875 \r\nQ 72.265625 52.734375 75.78125 51.5625 \r\nQ 79.296875 50.390625 82.03125 50.1875 \r\nQ 84.765625 50 85.34375 51.5625 \r\nQ 85.9375 53.125 87.5 58.59375 \r\nQ 91.015625 55.46875 95.703125 53.515625 \r\nQ 92.1875 46.09375 89.453125 43.75 \r\nQ 86.71875 41.40625 75.390625 44.53125 \r\nQ 75 37.109375 74.609375 32.03125 \r\nQ 74.21875 26.953125 70.3125 25.578125 \r\nQ 66.40625 24.21875 60.15625 23.4375 \r\nQ 59.765625 26.5625 57.421875 31.25 \r\nQ 65.625 31.25 66.796875 31.828125 \r\nQ 67.96875 32.421875 67.96875 39.84375 \r\nL 26.5625 39.84375 \r\nL 26.5625 20.703125 \r\nL 89.84375 20.703125 \r\nQ 88.671875 12.890625 88.078125 6.828125 \r\nQ 87.5 0.78125 86.328125 -2.921875 \r\nQ 85.15625 -6.640625 81.828125 -7.8125 \r\nQ 78.515625 -8.984375 71.875 -10.15625 \r\nQ 70.3125 -5.078125 67.578125 -1.953125 \r\nQ 78.515625 -1.953125 79.484375 -0.1875 \r\nQ 80.46875 1.5625 81.25 15.234375 \r\nL 18.75 15.234375 \r\nQ 19.140625 20.703125 19.140625 30.078125 \r\nQ 19.140625 39.453125 18.75 45.3125 \r\nL 34.375 45.3125 \r\nQ 35.546875 50 36.328125 54.6875 \r\nQ 40.625 53.90625 46.09375 52.734375 \r\nQ 43.75 49.21875 42.1875 45.3125 \r\nL 73.4375 45.3125 \r\nQ 64.84375 47.65625 57.609375 51.5625 \r\nQ 50.390625 55.46875 43.359375 60.546875 \r\nQ 37.109375 59.765625 28.90625 58.78125 \r\nQ 20.703125 57.8125 5.859375 55.859375 \r\nL 3.90625 62.109375 \r\nQ 11.71875 62.5 20.109375 63.28125 \r\nQ 28.515625 64.0625 39.453125 65.234375 \r\nQ 36.71875 68.75 34.765625 71.09375 \r\nL 30.859375 76.5625 \r\nQ 34.375 77.734375 39.0625 79.6875 \r\nz\r\nM 53.515625 7.8125 \r\nQ 62.109375 7.8125 70.703125 8.203125 \r\nL 70.703125 1.953125 \r\nQ 62.109375 2.34375 53.515625 2.34375 \r\nL 22.65625 2.34375 \r\nQ 14.453125 2.34375 7.03125 1.953125 \r\nL 7.03125 8.203125 \r\nQ 14.453125 7.8125 22.65625 7.8125 \r\nz\r\nM 39.84375 37.5 \r\nQ 45.3125 35.15625 52.734375 30.859375 \r\nQ 50 28.515625 48.4375 25.390625 \r\nQ 43.75 28.90625 35.546875 32.421875 \r\nQ 37.890625 35.15625 39.84375 37.5 \r\nz\r\nM 70.3125 75 \r\nQ 66.796875 72.265625 64.453125 69.921875 \r\nQ 59.375 74.609375 53.90625 77.734375 \r\nQ 57.421875 80.078125 59.765625 82.03125 \r\nQ 64.84375 78.90625 70.3125 75 \r\nz\r\n\" id=\"SimHei-40482\"/>\r\n     <path d=\"M 85.546875 78.125 \r\nQ 85.15625 72.265625 85.15625 66.40625 \r\nQ 85.15625 60.9375 85.546875 55.078125 \r\nL 21.484375 55.078125 \r\nQ 21.875 24.609375 18.546875 10.734375 \r\nQ 15.234375 -3.125 12.109375 -9.765625 \r\nQ 8.59375 -5.859375 3.90625 -4.6875 \r\nQ 9.765625 3.90625 11.71875 18.15625 \r\nQ 13.671875 32.421875 13.859375 49.609375 \r\nQ 14.0625 66.796875 13.28125 78.125 \r\nL 85.546875 78.125 \r\nz\r\nM 82.03125 43.75 \r\nQ 77.34375 43.75 71.671875 42.96875 \r\nQ 66.015625 42.1875 57.8125 41.015625 \r\nL 57.8125 32.421875 \r\nQ 77.734375 34.375 83.984375 35.15625 \r\nL 83.984375 28.125 \r\nQ 66.796875 26.953125 57.8125 25.78125 \r\nL 57.8125 17.96875 \r\nQ 77.734375 19.53125 88.671875 20.703125 \r\nL 88.671875 13.671875 \r\nQ 69.53125 12.5 57.8125 11.328125 \r\nL 57.8125 5.859375 \r\nQ 57.8125 -0.390625 62.109375 -0.390625 \r\nL 80.078125 -0.390625 \r\nQ 85.9375 -0.390625 86.328125 7.8125 \r\nQ 89.453125 6.25 94.53125 5.078125 \r\nQ 92.578125 -6.640625 82.8125 -6.640625 \r\nL 58.984375 -6.640625 \r\nQ 50.390625 -6.640625 50.390625 1.171875 \r\nL 50.390625 10.546875 \r\nQ 32.03125 8.984375 23.828125 7.8125 \r\nL 23.046875 14.84375 \r\nQ 33.203125 15.625 50.390625 16.796875 \r\nL 50.390625 25.390625 \r\nQ 44.140625 25 28.125 23.4375 \r\nL 26.953125 30.46875 \r\nQ 32.03125 30.46875 50.390625 32.03125 \r\nL 50.390625 40.234375 \r\nQ 35.546875 39.0625 27.34375 37.890625 \r\nQ 26.5625 41.40625 25.390625 44.921875 \r\nQ 42.1875 45.703125 56.25 47.65625 \r\nQ 70.3125 49.609375 76.953125 51.5625 \r\nQ 78.515625 48.046875 82.03125 43.75 \r\nz\r\nM 77.734375 61.71875 \r\nL 77.734375 71.875 \r\nL 21.484375 71.875 \r\nL 21.484375 61.71875 \r\nz\r\n\" id=\"SimHei-23614\"/>\r\n     <path d=\"M 61.71875 51.171875 \r\nQ 61.328125 46.484375 61.328125 39.84375 \r\nL 61.328125 28.90625 \r\nQ 65.625 31.25 71.671875 36.90625 \r\nQ 77.734375 42.578125 80.46875 46.875 \r\nQ 83.984375 43.75 89.0625 41.40625 \r\nQ 84.375 38.671875 79.6875 34.171875 \r\nQ 75 29.6875 61.328125 20.3125 \r\nL 61.328125 4.296875 \r\nQ 61.328125 0 66.40625 0 \r\nL 78.515625 0 \r\nQ 82.421875 0 83.984375 1.75 \r\nQ 85.546875 3.515625 86.71875 10.546875 \r\nQ 90.625 7.8125 94.921875 7.03125 \r\nQ 92.1875 -2.34375 89.640625 -4.296875 \r\nQ 87.109375 -6.25 82.03125 -6.25 \r\nL 62.890625 -6.25 \r\nQ 53.90625 -6.25 53.90625 0 \r\nL 53.90625 16.015625 \r\nQ 50 13.671875 40.234375 8.59375 \r\nQ 38.28125 12.109375 34.765625 15.234375 \r\nQ 42.96875 17.578125 53.90625 24.21875 \r\nL 53.90625 39.84375 \r\nQ 53.90625 46.484375 53.515625 51.171875 \r\nL 61.71875 51.171875 \r\nz\r\nM 38.28125 62.890625 \r\nQ 38.28125 58.59375 38.671875 53.90625 \r\nL 30.078125 53.90625 \r\nQ 30.46875 58.59375 30.46875 62.890625 \r\nL 19.53125 62.890625 \r\nQ 12.890625 62.890625 6.25 62.5 \r\nL 6.25 69.53125 \r\nQ 12.890625 69.140625 19.53125 69.140625 \r\nL 30.46875 69.140625 \r\nQ 30.46875 75.390625 30.078125 80.078125 \r\nL 39.0625 80.078125 \r\nQ 38.28125 75.390625 38.28125 69.140625 \r\nL 58.203125 69.140625 \r\nL 58.203125 80.859375 \r\nL 66.40625 80.859375 \r\nQ 66.015625 76.171875 66.015625 69.140625 \r\nL 81.640625 69.140625 \r\nQ 88.671875 69.140625 93.75 69.53125 \r\nL 93.75 62.5 \r\nQ 88.671875 62.890625 81.640625 62.890625 \r\nL 66.015625 62.890625 \r\nQ 66.015625 59.375 66.40625 53.90625 \r\nL 58.203125 53.90625 \r\nL 58.203125 62.890625 \r\nz\r\nM 41.40625 48.046875 \r\nQ 36.71875 44.921875 31.25 39.0625 \r\nL 31.25 5.078125 \r\nQ 31.25 -1.171875 31.640625 -8.984375 \r\nL 23.4375 -8.984375 \r\nQ 23.828125 -1.5625 23.828125 5.078125 \r\nL 23.828125 31.640625 \r\nQ 17.1875 25.390625 9.375 19.921875 \r\nQ 7.421875 23.4375 4.6875 26.5625 \r\nQ 11.328125 30.078125 20.5 38.859375 \r\nQ 29.6875 47.65625 32.03125 52.734375 \r\nQ 35.546875 50 41.40625 48.046875 \r\nz\r\n\" id=\"SimHei-33457\"/>\r\n     <path d=\"M 53.90625 67.1875 \r\nQ 53.90625 73.046875 52.734375 80.078125 \r\nQ 57.8125 79.6875 63.28125 78.90625 \r\nQ 62.109375 76.5625 61.71875 71.28125 \r\nQ 61.328125 66.015625 61.71875 56.25 \r\nL 75 58.59375 \r\nQ 81.640625 60.15625 88.28125 62.109375 \r\nL 89.84375 54.6875 \r\nQ 83.203125 53.90625 76.171875 52.734375 \r\nL 62.109375 50 \r\nQ 62.109375 43.75 62.890625 39.0625 \r\nL 78.125 41.796875 \r\nQ 85.9375 43.359375 92.96875 45.703125 \r\nL 94.140625 38.28125 \r\nQ 87.109375 37.109375 79.296875 35.546875 \r\nL 64.0625 32.8125 \r\nQ 64.84375 25 67.96875 18.359375 \r\nQ 71.484375 21.09375 74.796875 24.609375 \r\nQ 78.125 28.125 80.859375 32.421875 \r\nQ 86.71875 27.734375 89.84375 26.171875 \r\nQ 84.765625 23.828125 81.828125 20.890625 \r\nQ 78.90625 17.96875 72.265625 11.71875 \r\nQ 76.953125 3.90625 80.65625 1.75 \r\nQ 84.375 -0.390625 85.9375 1.5625 \r\nQ 87.5 3.515625 88.671875 9.765625 \r\nQ 92.1875 7.03125 96.875 5.46875 \r\nQ 90.234375 -11.71875 82.421875 -8.390625 \r\nQ 74.609375 -5.078125 66.015625 7.03125 \r\nQ 60.546875 2.734375 55.265625 -0.96875 \r\nQ 50 -4.6875 42.1875 -8.59375 \r\nQ 40.234375 -4.6875 36.328125 -1.5625 \r\nQ 44.140625 1.171875 49.609375 4.296875 \r\nQ 55.078125 7.421875 62.109375 13.28125 \r\nQ 58.59375 21.09375 57.03125 31.640625 \r\nQ 45.3125 29.6875 40.625 28.125 \r\nL 39.453125 35.546875 \r\nQ 44.140625 35.546875 55.46875 37.890625 \r\nQ 54.6875 44.140625 54.6875 48.4375 \r\nQ 44.140625 46.09375 40.234375 44.921875 \r\nL 38.671875 52.34375 \r\nQ 42.578125 52.34375 53.90625 54.6875 \r\nz\r\nM 30.46875 76.171875 \r\nQ 26.5625 72.65625 22.84375 66.203125 \r\nQ 19.140625 59.765625 12.890625 50.390625 \r\nQ 22.265625 50.78125 25.78125 50.78125 \r\nQ 29.296875 56.640625 32.03125 63.671875 \r\nQ 35.9375 60.9375 40.625 59.375 \r\nQ 36.71875 55.46875 32.609375 48.828125 \r\nQ 28.515625 42.1875 18.359375 26.171875 \r\nQ 28.90625 26.953125 37.109375 27.734375 \r\nQ 35.9375 23.828125 35.9375 21.09375 \r\nQ 33.203125 21.09375 23.828125 20.109375 \r\nQ 14.453125 19.140625 8.59375 17.578125 \r\nQ 8.203125 21.484375 6.25 25.78125 \r\nQ 10.9375 26.953125 14.84375 32.03125 \r\nQ 18.75 37.109375 23.046875 44.921875 \r\nQ 10.15625 44.140625 6.640625 41.796875 \r\nQ 5.46875 46.09375 3.125 50.390625 \r\nQ 8.203125 53.90625 12.890625 61.90625 \r\nQ 17.578125 69.921875 21.484375 80.46875 \r\nQ 25.390625 77.734375 30.46875 76.171875 \r\nz\r\nM 40.234375 13.671875 \r\nQ 39.84375 9.375 40.234375 7.03125 \r\nQ 30.46875 5.078125 22.65625 3.125 \r\nQ 14.84375 1.171875 8.203125 -1.171875 \r\nQ 7.03125 3.125 3.90625 7.421875 \r\nQ 14.84375 8.59375 20.703125 9.5625 \r\nQ 26.5625 10.546875 40.234375 13.671875 \r\nz\r\nM 75.78125 62.890625 \r\nQ 73.046875 67.1875 68.359375 73.046875 \r\nL 74.609375 76.171875 \r\nQ 76.171875 74.21875 82.421875 66.796875 \r\nQ 78.515625 65.234375 75.78125 62.890625 \r\nz\r\n\" id=\"SimHei-32447\"/>\r\n     <path d=\"M 53.90625 70.703125 \r\nQ 51.953125 63.671875 51.171875 58.59375 \r\nL 63.28125 58.59375 \r\nL 63.28125 66.796875 \r\nQ 63.28125 73.4375 62.890625 79.6875 \r\nL 71.09375 79.6875 \r\nQ 70.703125 73.4375 70.703125 66.796875 \r\nL 70.703125 58.59375 \r\nL 78.515625 58.59375 \r\nQ 83.59375 58.59375 90.625 58.984375 \r\nL 90.625 51.5625 \r\nQ 83.59375 51.953125 78.515625 51.953125 \r\nL 70.703125 51.953125 \r\nL 70.703125 31.25 \r\nL 77.734375 31.25 \r\nQ 83.59375 31.25 89.453125 31.640625 \r\nL 89.453125 24.21875 \r\nQ 83.59375 24.609375 77.734375 24.609375 \r\nL 70.703125 24.609375 \r\nL 70.703125 0.390625 \r\nL 81.25 0.390625 \r\nQ 87.890625 0.390625 94.140625 0.78125 \r\nL 94.140625 -6.25 \r\nQ 87.890625 -5.859375 81.25 -5.859375 \r\nL 51.171875 -5.859375 \r\nQ 44.140625 -5.859375 37.5 -6.25 \r\nL 37.5 0.78125 \r\nQ 44.140625 0.390625 50.78125 0.390625 \r\nL 63.28125 0.390625 \r\nL 63.28125 24.609375 \r\nL 56.640625 24.609375 \r\nQ 51.5625 24.609375 44.921875 24.21875 \r\nL 44.921875 31.640625 \r\nQ 50 31.25 56.640625 31.25 \r\nL 63.28125 31.25 \r\nL 63.28125 51.953125 \r\nL 49.609375 51.953125 \r\nQ 48.4375 46.09375 43.359375 34.765625 \r\nQ 39.0625 37.109375 36.328125 37.5 \r\nQ 41.796875 48.828125 43.359375 57.03125 \r\nQ 44.921875 65.234375 46.09375 72.65625 \r\nQ 50 71.484375 53.90625 70.703125 \r\nz\r\nM 26.5625 80.46875 \r\nQ 26.171875 72.65625 26.171875 65.234375 \r\nL 26.171875 6.640625 \r\nQ 26.171875 -1.5625 26.5625 -9.765625 \r\nL 18.359375 -9.765625 \r\nQ 18.75 -1.5625 18.75 6.640625 \r\nL 18.75 65.234375 \r\nQ 18.75 73.4375 18.359375 80.46875 \r\nL 26.5625 80.46875 \r\nz\r\nM 15.234375 58.203125 \r\nQ 12.890625 41.796875 10.9375 33.59375 \r\nQ 7.03125 34.375 3.90625 35.15625 \r\nQ 6.640625 45.3125 8.203125 59.375 \r\nQ 11.328125 58.984375 15.234375 58.203125 \r\nz\r\nM 33.203125 62.890625 \r\nQ 36.328125 56.640625 39.453125 46.875 \r\nQ 35.9375 45.703125 33.203125 44.140625 \r\nQ 30.46875 52.734375 27.34375 60.15625 \r\nQ 30.46875 61.71875 33.203125 62.890625 \r\nz\r\n\" id=\"SimHei-24615\"/>\r\n     <path d=\"M 70.703125 76.953125 \r\nQ 69.921875 75 68.75 71.671875 \r\nQ 67.578125 68.359375 65.234375 59.765625 \r\nL 83.203125 59.765625 \r\nQ 87.109375 59.765625 92.578125 60.15625 \r\nL 92.578125 53.125 \r\nQ 88.28125 53.515625 85.9375 53.515625 \r\nQ 85.9375 47.265625 83.78125 33.78125 \r\nQ 81.640625 20.3125 76.171875 10.546875 \r\nQ 80.078125 5.859375 84.953125 2.140625 \r\nQ 89.84375 -1.5625 94.140625 -3.125 \r\nQ 89.453125 -6.640625 87.890625 -9.765625 \r\nQ 83.203125 -7.03125 79.296875 -3.515625 \r\nQ 75.390625 0 71.484375 5.078125 \r\nQ 67.1875 0.390625 62.296875 -2.921875 \r\nQ 57.421875 -6.25 50 -10.15625 \r\nQ 48.046875 -6.640625 44.53125 -4.6875 \r\nQ 50.390625 -2.34375 57.03125 1.953125 \r\nQ 63.671875 6.25 67.1875 10.546875 \r\nQ 64.453125 16.015625 61.90625 22.265625 \r\nQ 59.375 28.515625 57.421875 38.671875 \r\nQ 56.25 35.546875 53.515625 30.46875 \r\nQ 50.78125 32.03125 46.875 33.59375 \r\nQ 53.125 44.53125 57.03125 57.421875 \r\nQ 60.9375 70.3125 62.109375 79.6875 \r\nQ 66.796875 77.734375 70.703125 76.953125 \r\nz\r\nM 32.8125 35.15625 \r\nQ 31.25 33.59375 29.296875 30.078125 \r\nL 50.78125 30.078125 \r\nQ 48.4375 20.3125 42.578125 10.546875 \r\nQ 48.828125 8.203125 52.34375 6.25 \r\nQ 50.390625 3.515625 48.828125 0.390625 \r\nQ 45.3125 2.734375 38.28125 5.078125 \r\nQ 30.46875 -3.515625 11.328125 -10.15625 \r\nQ 9.375 -5.859375 6.25 -4.296875 \r\nQ 24.609375 0 31.25 7.421875 \r\nQ 20.3125 10.15625 13.28125 12.109375 \r\nQ 15.625 15.625 19.53125 23.828125 \r\nQ 15.625 23.828125 6.640625 23.4375 \r\nL 6.640625 30.46875 \r\nQ 14.0625 30.078125 21.875 30.078125 \r\nQ 23.4375 33.59375 24.21875 37.890625 \r\nQ 28.515625 36.328125 32.8125 35.15625 \r\nz\r\nM 27.734375 61.71875 \r\nQ 27.734375 71.09375 27.34375 79.6875 \r\nL 35.15625 79.6875 \r\nQ 34.765625 71.484375 34.765625 61.71875 \r\nQ 48.046875 61.71875 53.515625 62.109375 \r\nL 53.515625 55.078125 \r\nQ 48.046875 55.46875 34.765625 55.46875 \r\nQ 34.765625 44.140625 35.15625 37.890625 \r\nL 27.34375 37.890625 \r\nQ 27.734375 43.359375 27.734375 51.5625 \r\nQ 25.78125 48.4375 20.3125 43.546875 \r\nQ 14.84375 38.671875 10.15625 35.9375 \r\nQ 8.203125 39.453125 4.296875 41.015625 \r\nQ 7.8125 42.1875 13.671875 46.484375 \r\nQ 19.53125 50.78125 22.65625 55.46875 \r\nQ 14.84375 55.46875 7.8125 55.078125 \r\nL 7.8125 62.109375 \r\nQ 14.453125 61.71875 27.734375 61.71875 \r\nz\r\nM 62.109375 49.609375 \r\nQ 65.625 26.5625 71.875 17.578125 \r\nQ 75.78125 26.5625 77.140625 35.734375 \r\nQ 78.515625 44.921875 78.90625 53.515625 \r\nL 63.671875 53.515625 \r\nL 62.109375 49.609375 \r\nz\r\nM 22.65625 15.625 \r\nQ 27.34375 14.453125 35.546875 12.5 \r\nQ 38.671875 16.40625 41.40625 23.828125 \r\nL 26.953125 23.828125 \r\nQ 25 19.921875 22.65625 15.625 \r\nz\r\nM 51.953125 75.390625 \r\nQ 50 72.265625 48.828125 69.53125 \r\nQ 47.65625 66.796875 45.703125 62.890625 \r\nQ 42.578125 64.453125 39.453125 65.234375 \r\nQ 42.578125 70.3125 45.3125 78.125 \r\nQ 49.21875 76.171875 51.953125 75.390625 \r\nz\r\nM 40.234375 52.734375 \r\nQ 45.3125 47.65625 50 42.578125 \r\nQ 47.65625 40.625 44.921875 37.890625 \r\nQ 39.453125 44.53125 35.9375 48.4375 \r\nQ 38.28125 50.390625 40.234375 52.734375 \r\nz\r\nM 14.453125 78.125 \r\nQ 19.921875 72.65625 23.4375 67.1875 \r\nL 17.578125 63.671875 \r\nQ 14.84375 69.140625 9.375 73.828125 \r\nQ 12.890625 76.171875 14.453125 78.125 \r\nz\r\n\" id=\"SimHei-25968\"/>\r\n     <path d=\"M 89.84375 74.609375 \r\nQ 89.453125 71.09375 89.453125 66.015625 \r\nL 89.453125 60.9375 \r\nQ 89.453125 53.90625 89.84375 50.78125 \r\nL 48.4375 50.78125 \r\nL 48.4375 39.0625 \r\nL 66.40625 39.0625 \r\nQ 66.40625 42.578125 66.015625 49.609375 \r\nL 73.4375 49.609375 \r\nQ 73.046875 43.359375 73.046875 39.0625 \r\nL 83.59375 39.0625 \r\nQ 90.625 39.0625 95.3125 39.453125 \r\nL 95.3125 32.421875 \r\nQ 90.625 32.8125 83.984375 32.8125 \r\nL 73.046875 32.8125 \r\nL 73.046875 22.265625 \r\nL 90.234375 22.265625 \r\nQ 89.84375 14.84375 89.84375 12.5 \r\nL 89.84375 2.734375 \r\nQ 89.84375 -3.515625 90.234375 -8.984375 \r\nL 83.203125 -8.984375 \r\nL 83.203125 -3.515625 \r\nL 57.421875 -3.515625 \r\nL 57.421875 -9.375 \r\nL 50.390625 -9.375 \r\nQ 50.78125 -5.078125 50.78125 1.5625 \r\nL 50.78125 12.890625 \r\nQ 50.78125 16.796875 50.390625 22.265625 \r\nL 66.40625 22.265625 \r\nL 66.40625 32.8125 \r\nL 48.046875 32.8125 \r\nQ 47.65625 21.484375 45.109375 11.515625 \r\nQ 42.578125 1.5625 37.890625 -7.421875 \r\nQ 34.375 -5.078125 30.46875 -3.90625 \r\nQ 35.15625 2.34375 37.296875 9.375 \r\nQ 39.453125 16.40625 40.625 24.40625 \r\nQ 41.796875 32.421875 41.796875 41.015625 \r\nL 41.796875 55.859375 \r\nQ 41.796875 62.109375 41.40625 74.609375 \r\nL 89.84375 74.609375 \r\nz\r\nM 19.921875 69.140625 \r\nQ 19.921875 74.609375 19.53125 79.296875 \r\nL 27.34375 79.296875 \r\nQ 26.953125 75 26.953125 69.140625 \r\nL 26.953125 58.984375 \r\nQ 30.859375 58.984375 39.0625 59.375 \r\nL 39.0625 52.734375 \r\nQ 30.859375 53.125 26.953125 53.125 \r\nL 26.953125 38.28125 \r\nQ 32.03125 41.015625 37.5 44.53125 \r\nQ 37.890625 41.40625 39.453125 38.671875 \r\nQ 32.03125 34.375 26.953125 31.25 \r\nL 26.953125 2.734375 \r\nQ 26.953125 -4.6875 23.234375 -6.25 \r\nQ 19.53125 -7.8125 12.109375 -8.984375 \r\nQ 11.328125 -5.078125 9.375 -0.78125 \r\nQ 16.015625 -0.78125 17.96875 -0.1875 \r\nQ 19.921875 0.390625 19.921875 5.078125 \r\nL 19.921875 28.125 \r\nQ 14.0625 25 8.203125 20.703125 \r\nQ 7.03125 23.828125 4.296875 28.125 \r\nQ 12.109375 30.859375 19.921875 35.15625 \r\nL 19.921875 53.125 \r\nQ 12.5 53.125 5.46875 52.734375 \r\nL 5.46875 59.375 \r\nQ 12.5 58.984375 19.921875 58.984375 \r\nz\r\nM 82.8125 56.640625 \r\nL 82.8125 68.75 \r\nL 48.4375 68.75 \r\nL 48.4375 56.640625 \r\nz\r\nM 83.203125 2.34375 \r\nL 83.203125 16.796875 \r\nL 57.421875 16.796875 \r\nL 57.421875 2.34375 \r\nz\r\n\" id=\"SimHei-25454\"/>\r\n     <path d=\"M 80.859375 47.65625 \r\nQ 85.9375 47.65625 93.359375 48.046875 \r\nL 93.359375 40.234375 \r\nQ 85.9375 41.015625 80.46875 41.015625 \r\nL 54.6875 41.015625 \r\nL 54.6875 -1.171875 \r\nQ 54.6875 -5.46875 50.1875 -7.609375 \r\nQ 45.703125 -9.765625 37.890625 -10.546875 \r\nQ 37.5 -6.640625 33.984375 -1.5625 \r\nQ 41.015625 -1.953125 44.140625 -1.359375 \r\nQ 47.265625 -0.78125 47.265625 2.734375 \r\nL 47.265625 41.015625 \r\nL 21.875 41.015625 \r\nQ 14.0625 41.015625 7.8125 40.625 \r\nL 7.8125 48.046875 \r\nQ 14.453125 47.65625 21.875 47.65625 \r\nz\r\nM 69.140625 74.609375 \r\nQ 74.609375 74.609375 81.640625 75 \r\nL 81.640625 67.578125 \r\nQ 74.609375 67.96875 69.140625 67.96875 \r\nL 33.203125 67.96875 \r\nQ 25 67.96875 18.75 67.578125 \r\nL 18.75 75 \r\nQ 25 74.609375 33.203125 74.609375 \r\nz\r\nM 34.765625 28.515625 \r\nQ 30.46875 21.875 25.78125 14.0625 \r\nQ 21.09375 6.25 15.234375 -1.953125 \r\nQ 12.109375 1.171875 7.8125 2.34375 \r\nQ 14.0625 9.375 18.75 16.984375 \r\nQ 23.4375 24.609375 26.953125 32.421875 \r\nQ 30.859375 30.078125 34.765625 28.515625 \r\nz\r\nM 70.3125 31.640625 \r\nQ 85.15625 14.453125 92.578125 4.296875 \r\nQ 88.28125 1.953125 85.546875 -0.390625 \r\nQ 79.6875 8.59375 64.453125 27.34375 \r\nQ 67.578125 28.90625 70.3125 31.640625 \r\nz\r\n\" id=\"SimHei-31034\"/>\r\n     <path d=\"M 53.90625 73.828125 \r\nQ 59.765625 73.828125 64.0625 74.21875 \r\nL 64.0625 67.1875 \r\nQ 59.765625 67.578125 54.6875 67.578125 \r\nL 49.21875 67.578125 \r\nQ 48.828125 62.890625 47.265625 52.34375 \r\nL 63.28125 52.34375 \r\nQ 62.5 32.03125 56.4375 16.40625 \r\nQ 50.390625 0.78125 35.9375 -9.375 \r\nQ 34.375 -6.25 29.6875 -2.34375 \r\nQ 42.96875 3.90625 50 20.703125 \r\nQ 46.484375 23.828125 39.84375 28.125 \r\nQ 42.1875 31.25 44.140625 33.984375 \r\nQ 50 29.296875 52.34375 27.734375 \r\nQ 54.6875 35.15625 55.859375 46.09375 \r\nL 45.703125 46.09375 \r\nQ 43.75 37.890625 34.765625 24.609375 \r\nQ 31.640625 27.734375 27.734375 30.078125 \r\nQ 33.203125 35.546875 37.109375 44.328125 \r\nQ 41.015625 53.125 41.796875 67.578125 \r\nQ 35.9375 67.578125 33.59375 67.1875 \r\nL 33.59375 74.21875 \r\nQ 37.5 73.828125 43.75 73.828125 \r\nz\r\nM 32.03125 77.734375 \r\nQ 29.296875 74.609375 24.21875 60.15625 \r\nL 24.21875 7.421875 \r\nQ 24.21875 -0.390625 24.609375 -9.375 \r\nL 16.796875 -9.375 \r\nQ 17.1875 -1.171875 17.1875 6.640625 \r\nL 17.1875 46.875 \r\nQ 14.84375 42.1875 10.15625 35.15625 \r\nQ 8.59375 37.109375 3.125 41.015625 \r\nQ 8.203125 45.703125 14.640625 58.78125 \r\nQ 21.09375 71.875 22.65625 81.25 \r\nQ 25.78125 79.296875 32.03125 77.734375 \r\nz\r\nM 92.96875 79.296875 \r\nQ 92.1875 74.609375 92.1875 67.1875 \r\nL 92.1875 3.90625 \r\nQ 92.1875 -4.296875 89.0625 -6.25 \r\nQ 85.9375 -8.203125 75.78125 -8.984375 \r\nQ 75.390625 -4.6875 72.65625 0.78125 \r\nQ 80.859375 0 82.8125 0.390625 \r\nQ 84.765625 0.78125 85.15625 4.6875 \r\nL 85.15625 66.796875 \r\nQ 85.15625 74.21875 84.375 79.296875 \r\nL 92.96875 79.296875 \r\nz\r\nM 76.953125 66.015625 \r\nQ 76.171875 60.546875 76.171875 50.78125 \r\nL 76.171875 28.125 \r\nQ 76.171875 18.75 76.5625 14.453125 \r\nL 68.359375 14.453125 \r\nQ 69.140625 18.75 69.140625 27.734375 \r\nL 69.140625 51.171875 \r\nQ 68.75 60.15625 68.359375 66.015625 \r\nL 76.953125 66.015625 \r\nz\r\n\" id=\"SimHei-20363\"/>\r\n    </defs>\r\n    <g transform=\"translate(266.325 16.95)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#SimHei-40482\"/>\r\n     <use x=\"100\" xlink:href=\"#SimHei-23614\"/>\r\n     <use x=\"200\" xlink:href=\"#SimHei-33457\"/>\r\n     <use x=\"300\" xlink:href=\"#SimHei-32447\"/>\r\n     <use x=\"400\" xlink:href=\"#SimHei-24615\"/>\r\n     <use x=\"500\" xlink:href=\"#SimHei-25968\"/>\r\n     <use x=\"600\" xlink:href=\"#SimHei-25454\"/>\r\n     <use x=\"700\" xlink:href=\"#SimHei-31034\"/>\r\n     <use x=\"800\" xlink:href=\"#SimHei-20363\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"legend_1\">\r\n    <g id=\"patch_7\">\r\n     <path d=\"M 485.325 57.45 \r\nL 592.325 57.45 \r\nQ 594.325 57.45 594.325 55.45 \r\nL 594.325 29.95 \r\nQ 594.325 27.95 592.325 27.95 \r\nL 485.325 27.95 \r\nQ 483.325 27.95 483.325 29.95 \r\nL 483.325 55.45 \r\nQ 483.325 57.45 485.325 57.45 \r\nz\r\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n    </g>\r\n    <g id=\"PathCollection_3\">\r\n     <g>\r\n      <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"497.325\" xlink:href=\"#m908026aa0a\" y=\"36.325\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_17\">\r\n     <!-- Iris-setosa -->\r\n     <defs>\r\n      <path d=\"M 28.90625 1.953125 \r\nL 19.921875 1.953125 \r\nL 19.921875 68.75 \r\nL 28.90625 68.75 \r\nz\r\n\" id=\"SimHei-73\"/>\r\n      <path d=\"M 39.0625 37.890625 \r\nQ 31.640625 39.0625 26.5625 35.734375 \r\nQ 21.484375 32.421875 17.96875 24.21875 \r\nL 17.96875 1.953125 \r\nL 10.15625 1.953125 \r\nL 10.15625 45.703125 \r\nL 17.96875 45.703125 \r\nL 17.96875 34.375 \r\nQ 21.484375 40.625 26.75 43.546875 \r\nQ 32.03125 46.484375 39.0625 46.484375 \r\nz\r\n\" id=\"SimHei-114\"/>\r\n      <path d=\"M 46.484375 33.203125 \r\nL 1.953125 33.203125 \r\nL 1.953125 39.453125 \r\nL 46.484375 39.453125 \r\nz\r\n\" id=\"SimHei-45\"/>\r\n      <path d=\"M 45.703125 23.828125 \r\nQ 45.703125 13.671875 39.453125 7.421875 \r\nQ 33.203125 1.171875 24.609375 1.171875 \r\nQ 16.015625 1.171875 9.765625 7.421875 \r\nQ 3.515625 13.671875 3.515625 23.828125 \r\nQ 3.515625 33.984375 9.765625 40.234375 \r\nQ 16.015625 46.484375 24.609375 46.484375 \r\nQ 33.203125 46.484375 39.453125 40.234375 \r\nQ 45.703125 33.984375 45.703125 23.828125 \r\nz\r\nM 37.109375 23.828125 \r\nQ 37.109375 31.640625 33.203125 35.546875 \r\nQ 29.296875 39.453125 24.609375 39.453125 \r\nQ 19.921875 39.453125 16.015625 35.546875 \r\nQ 12.109375 31.640625 12.109375 23.828125 \r\nQ 12.109375 16.015625 16.015625 12.109375 \r\nQ 19.921875 8.203125 24.609375 8.203125 \r\nQ 29.296875 8.203125 33.203125 12.109375 \r\nQ 37.109375 16.015625 37.109375 23.828125 \r\nz\r\n\" id=\"SimHei-111\"/>\r\n     </defs>\r\n     <g transform=\"translate(515.325 38.95)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#SimHei-73\"/>\r\n      <use x=\"50\" xlink:href=\"#SimHei-114\"/>\r\n      <use x=\"100\" xlink:href=\"#SimHei-105\"/>\r\n      <use x=\"150\" xlink:href=\"#SimHei-115\"/>\r\n      <use x=\"200\" xlink:href=\"#SimHei-45\"/>\r\n      <use x=\"250\" xlink:href=\"#SimHei-115\"/>\r\n      <use x=\"300\" xlink:href=\"#SimHei-101\"/>\r\n      <use x=\"350\" xlink:href=\"#SimHei-116\"/>\r\n      <use x=\"400\" xlink:href=\"#SimHei-111\"/>\r\n      <use x=\"450\" xlink:href=\"#SimHei-115\"/>\r\n      <use x=\"500\" xlink:href=\"#SimHei-97\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"PathCollection_4\">\r\n     <g>\r\n      <use style=\"fill:#ffa500;stroke:#ffa500;\" x=\"497.325\" xlink:href=\"#m827a92cc38\" y=\"49.575\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_18\">\r\n     <!-- Iris-versicolor -->\r\n     <defs>\r\n      <path d=\"M 44.921875 45.703125 \r\nL 28.515625 1.171875 \r\nL 19.921875 1.171875 \r\nL 3.515625 45.703125 \r\nL 11.71875 45.703125 \r\nL 23.828125 11.71875 \r\nL 24.609375 11.71875 \r\nL 36.71875 45.703125 \r\nz\r\n\" id=\"SimHei-118\"/>\r\n      <path d=\"M 44.53125 19.53125 \r\nQ 44.53125 11.328125 38.859375 6.25 \r\nQ 33.203125 1.171875 24.609375 1.171875 \r\nQ 16.015625 1.171875 9.765625 7.21875 \r\nQ 3.515625 13.28125 3.515625 23.828125 \r\nQ 3.515625 34.375 9.765625 40.421875 \r\nQ 16.015625 46.484375 24.609375 46.484375 \r\nQ 33.203125 46.484375 38.28125 41.984375 \r\nQ 43.359375 37.5 43.359375 31.25 \r\nL 34.765625 31.25 \r\nQ 34.375 35.9375 31.4375 37.6875 \r\nQ 28.515625 39.453125 24.609375 39.453125 \r\nQ 19.921875 39.453125 16.015625 35.734375 \r\nQ 12.109375 32.03125 12.109375 23.828125 \r\nQ 12.109375 15.625 16.015625 11.90625 \r\nQ 19.921875 8.203125 24.609375 8.203125 \r\nQ 29.6875 8.203125 32.8125 10.9375 \r\nQ 35.9375 13.671875 35.9375 19.53125 \r\nz\r\n\" id=\"SimHei-99\"/>\r\n     </defs>\r\n     <g transform=\"translate(515.325 52.2)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#SimHei-73\"/>\r\n      <use x=\"50\" xlink:href=\"#SimHei-114\"/>\r\n      <use x=\"100\" xlink:href=\"#SimHei-105\"/>\r\n      <use x=\"150\" xlink:href=\"#SimHei-115\"/>\r\n      <use x=\"200\" xlink:href=\"#SimHei-45\"/>\r\n      <use x=\"250\" xlink:href=\"#SimHei-118\"/>\r\n      <use x=\"300\" xlink:href=\"#SimHei-101\"/>\r\n      <use x=\"350\" xlink:href=\"#SimHei-114\"/>\r\n      <use x=\"400\" xlink:href=\"#SimHei-115\"/>\r\n      <use x=\"450\" xlink:href=\"#SimHei-105\"/>\r\n      <use x=\"500\" xlink:href=\"#SimHei-99\"/>\r\n      <use x=\"550\" xlink:href=\"#SimHei-111\"/>\r\n      <use x=\"600\" xlink:href=\"#SimHei-108\"/>\r\n      <use x=\"650\" xlink:href=\"#SimHei-111\"/>\r\n      <use x=\"700\" xlink:href=\"#SimHei-114\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p1e9a6f0b13\">\r\n   <rect height=\"543.6\" width=\"558\" x=\"41.325\" y=\"22.95\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "clf = Perceptron(fit_intercept=True, \n",
    "                 max_iter=1000,\n",
    "                 tol=None,\n",
    "                 shuffle=True)\n",
    "clf.fit(X, y)\n",
    "\n",
    "# 画布大小\n",
    "plt.figure(figsize=(10,10))\n",
    "\n",
    "# 中文标题\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.title('鸢尾花线性数据示例')\n",
    "\n",
    "plt.scatter(data[:50, 0], data[:50, 1], c='b', label='Iris-setosa',)\n",
    "plt.scatter(data[50:100, 0], data[50:100, 1], c='orange', label='Iris-versicolor')\n",
    "\n",
    "# 画感知机的线\n",
    "x_ponits = np.arange(4, 8)\n",
    "y_ = -(clf.coef_[0][0]*x_ponits + clf.intercept_)/clf.coef_[0][1]\n",
    "plt.plot(x_ponits, y_)\n",
    "\n",
    "# 其他部分\n",
    "plt.legend()  # 显示图例\n",
    "plt.grid(False)  # 不显示网格\n",
    "plt.xlabel('sepal length')\n",
    "plt.ylabel('sepal width')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "现在可以看到，所有的两种鸢尾花都被正确分类了。\n",
    "\n",
    "----"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 第2章感知机-习题\n",
    "\n",
    "### 习题2.1\n",
    "&emsp;&emsp;Minsky 与 Papert 指出：感知机因为是线性模型，所以不能表示复杂的函数，如异或 (XOR)。验证感知机为什么不能表示异或。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**解答：**  \n",
    "\n",
    "对于异或函数XOR，全部的输入与对应的输出如下：  \n",
    "\n",
    "|<div style=\"width:20px\">$x^{(1)}$</div>|<div style=\"width:20px\">$x^{(2)}$</div>|$y$|\n",
    "|:-: | :-: | :-: |  \n",
    "| &nbsp;1 |  &nbsp;1 |-1 | \n",
    "| &nbsp;1 | -1 | &nbsp;1 | \n",
    "|-1 |  &nbsp;1 | &nbsp;1 | \n",
    "|-1 | -1 |-1 | "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "参考代码：https://github.com/wzyonggege/statistical-learning-method\n",
    "\n",
    "本文代码更新地址：https://github.com/fengdu78/lihang-code\n",
    "\n",
    "习题解答：https://github.com/datawhalechina/statistical-learning-method-solutions-manual\n",
    "\n",
    "中文注释制作：机器学习初学者公众号：ID:ai-start-com\n",
    "\n",
    "配置环境：python 3.5+\n",
    "\n",
    "代码全部测试通过。\n",
    "![gongzhong](../gongzhong.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.7.7 64-bit ('base': conda)",
   "language": "python",
   "name": "python37764bitbasecondab23eb16e30c04f79806e92ad61fbe8e6"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7-final"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}